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Background:
I’ve been in Automotive Sales for 4+ years.
I have been in sales, finance and insurances.
2020-2023: If you work in the business then you recall during this time you could not even buy a lot of cars from auction due to getting outbid by Carvana and Carmax. They would go 1000-1500 over retail book value which already sets them back if they want to have volume based pricing.
Carvana stated they averaged $6432 per copy. Now either they are straight up committing forcible sodomy on way too many people or they are full of 💩. I’m leaning towards the 💩.
The average dealership should run 3000 a copy split between the front and back. A great dealership will run 4000-4500 a copy between the front and back. The front gross is determined by the sale of the vehicle and the back gross is your finance and insurances.
Here is the catch. Book data on cars is still rough. Buying cars from the auction is STILL rough. Dealers are still paying a fair share of money just to acquire used cars. Carmax who is the number one automotive group in the country didn’t even put those numbers up. Yet Carvana is magically the highest grossing store per unit in the entire country.
I’m considering going into a short position because this has fraud written all over it.
https://investors.carvana.com/~/media/Files/C/Carvana-IR/documents/cvna-shareholder-letter-q1-2024.pdf
Update: Set 10k to the side before market close. May look at going 08/16/2024 110p
What better way to shine a light on their cooked books than price action.
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r/wallstreetbets
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post
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r/wallstreetbets
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2024-05-03
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Z0FBQUFBQm0wR3JoMVkxT0QzWTJzTlRLZVFITnhWWnNFclA5WGthNGhfMEo0RkFSUlZoZGp3SnVVbHNmMFg4OHZGQXd6UndiY2NfMWdhY2tMYWZkeWdkOEJiMV9YanpQZVE9PQ==
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Z0FBQUFBQm0wR3JnWk5SRE90cms3ODVxUG81NWpLZ3YwUGVseUpMbUxEQTgwckhzYUhYaG16Q1lVZTZ4SElKUHphdjBfME5qbEFxUGUtQmVuU3R4bURUOFlwWGpFdG1iWi0tem9YeEN0Uk1ZMmxVMnVGMzB0N0RHT3BEZTZFZ1EzYmNwNEFEaF8wR2lidVRoWWZpTU1mZTlBTF8zQmNGWkRtQ0IxQk5RaG9jclA1c19IUnlucWxrPQ==
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Should note that the change is *not* yet in effect.
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r/bittensor_
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comment
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r/bittensor_
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2024-05-03
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Z0FBQUFBQm0wR3JoUS1jY1hrUnhlVXpZUEhzRy1tVmo0YnVNSDFrSHJRcWlMaTNPakQ5SHd6T1BQWkhvUldyamNuQktndE94Wkk4MDlscEdUdV9JYkpBOHNLN3Rmbkt4MWc9PQ==
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Z0FBQUFBQm0wR3JnY2hwOGRwbkJxZnF0cFV2WVJfdWwzM1hySldkRW9Ma0Y2MDVEaHc1dGJnS1dFRF9tc0FhRWRBT3FGbE81bzlRcUIteFNHeUEtdlBON0ZGQndrWVEzd3BPb2hRdUtlZlkxWTFoeWVEa25zMzU5MTFWUGQwUnhvSm1sclZyNnBBRmcwRWxTekF2NWFOeTV5Z3d6VEdVVkNOTTJKOFJRWFJWWTFSOGdxQlFRdkVENWkxdlpUeWxKQ2tNaE9PanViRG5hdUZrbm1YODAxcHF2cGxZbmN3amdxdz09
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r/news
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post
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r/news
|
2024-05-03
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Z0FBQUFBQm0wR3JoYXZWdDNkVUVFUzZkUWpkeVdOVzcxb0p5VWd5OUVvUmVqTC0xUUdWZEQzYmwzLUhjd244QTg5ZWI2cmZCdktYTFgzQ3JKX01nS0xfQjFZbVVtNU5VblE9PQ==
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Z0FBQUFBQm0wR3JnUUhPWWRKM2plYXdrc3o0U0ZOVjFXZUx6ZnVKSFgycGlsX21xRHoxWFRJZDdpdENoTkhXcVVwUXBINm1HblBBNW1MemxTQ0RtTlo2UlhRNGd2X1MzVVB4WmdGZTVFQ3htTGgzRmJPaUd5bHZYUXJVZV9QdDFYN0N2VzR4N2VRZjdTTHdTNHVyUFlkQTN2UVhKcGg3NUE2Z2VKMW9XYmpHNUZqdjFNM2JaTDBUVWhPYXlVZmdkaXVHLVZZZHlwSUdCeFczVTJnaWpMVl9sY0dXSjFLTGdqUT09
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|
Apple $177.5 200 contracts 5/3
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r/wallstreetbets
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post
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r/wallstreetbets
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2024-05-03
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Z0FBQUFBQm0wR3JoNjgyME9xcnZETDJMTXdoUDZQMVcyc1VQcFlWcC01TDh5SGtzWHdqVURtX2VZN2ptNjkyNmxxVHpNdXQ4d25neVJhV3U1VDZXU3RhVjE1N0VqUVZBV1E9PQ==
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Z0FBQUFBQm0wR3JnOVdfNlJmOUM5U3VtYmdjRTdxcU1JMGdCdGNjbk51NFdMbmcxamVjZmFRdjN5b2RzV0Iyel96X2R2Q2hhOFlKcHpsdmxPWEEwUkEwWTdOQ0kwUzh0bmtMelZHZjBiYkRLV3JqbGpTa2F4QTZfME5pYjJhZ25vaGsxaVdIbF9EdnhjcmZZUUJCRDc3UUQtcXlPTEpqLXpUeXhjd1l6Y0w5Y0JjMFdHSVBYb1BFPQ==
|
Running into some issues, would appreciate help, here's the link for the forum:
[https://discuss.pytorch.org/t/running-mean-should-contain-1-elements-not-256/202040](https://discuss.pytorch.org/t/running-mean-should-contain-1-elements-not-256/202040)
​
Thanks in advance
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r/pytorch
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post
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r/pytorch
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2024-05-03
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Z0FBQUFBQm0wR3Joc3pFc01SV1YtUUJSdVJtUHFkdHZiWTNid3dYNmNyeS1xYWJrTFAwX1FXajI1V3QwZUtmZWF0RHZfdE9pTmZOT3lkbkV0anhjazZKTi0wQ2RDV05WZkE9PQ==
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Z0FBQUFBQm0wR3JnY0JobW1oNklBbXljS2loM3ZLRV9VZzJmUGQ4UW5SS29GXzlIeTA1cU90bDlBbElJMExrMThiVF9naUNrbE9wX3VHeFZucnpfR0xxdkRXajNBcWkxTm03VktQakltNVp5LXVPd2hvTnZlQU43YS0xRVJrU08taXdUNWtZOUVBS2lhWEU1bEgwckRuNEpUeHN4SDByNHhtYWttWXdjYmFNV2FMcnk2bGhSbU9qVV9rY05pbUIzYUtwRk5OQzUzSnlEODdDa0htNmlSYmdGc1hxdUFKRU02Zz09
|
Hello, I'm a bit confused about cohort study design. I was taught that it's an observational study, no intervention/treatment. So if a group of physicians prescribe an approved med that is part of routine care/standard of care to 1 group of patients and follow them for x number of months, does this qualify as an observational cohort study?
My colleague defines a cohort study as a study with 1 intervention and no randomization. While I agree with no randomization, I don't think an intervention is part of a cohort study design. How do physicians then conduct an observational cohort study if they wanna study their patients who they prescribe approved drugs that are part of standard of care? I'm so confused and either these nuances weren't taught in school or i missed them somehow.
Signed,
Confused and inexperienced epi fellow
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r/epidemiology
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post
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r/epidemiology
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2024-05-03
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Z0FBQUFBQm0wR3JoaHdCTldvc21LLUl5MWdOazdzN2swbWFGeVJDRnFmWEp3Tlp6NllOTmpTb3h4Q2lNaHA2d3RVVEotX21qWHlfcHpzUjg1NERVcF9kSjFJVHR5cVE0bUE9PQ==
|
Z0FBQUFBQm0wR3JnSF9NM1VVOGJhQ2pWYkh6S1RxaldCeGQ5Y1BJalVPZ0lsWWhCeERGZWZ0QU1UTWRDM3g0d1drdTNRcnVvdURKQTlvSUlZY3FjQzJNbW5IUklPdlRNYWVkdGhUZTB0cDBxYkluOUpsdVp0ZjNid0YxN2t4X0FBUENzM3FSQUJHRUJOUEZQLVd1SDBYYkpOaXdUT2cwVXBtM2djUnpESTlpUDBiNDFVam9fZU5TdUV1d1BEOGp1OVFYUWdjNHpCZ3J0
|
[Greystone Capital letter](https://www.greystonevalue.com/_files/ugd/47fd79_3589c8c3c0af49089ab4d02eb35d4985.pdf)
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r/securityanalysis
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comment
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r/SecurityAnalysis
|
2024-05-03
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Z0FBQUFBQm0wR3JobHNHblJ4eUxsbl9Kcm5mZ1FBYWpaYnpTYUF5V0hOand3V1phYTk1UWx2NHdYbEV1TW9ISDU3Q043N3VDRTAxTGhNelhwYlZZZGRFcFZfR2F0YU1LOHJBT0x6OXBsTzVUcjRLU1lkQnVZdlE9
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Z0FBQUFBQm0wR3JneGNSb2dZX0ZaVjQ4LVdld3pEbVIzV3ZKZHBKeWNsVHBHZVpUSUpEcWdVQUFjTy1Iak1IcUw0SVJhRnlKSENvMkVra0ZLb0R3MGNfb0NOVndRSDJ6MGVjS1JXZTJFTUk2OG5sblE4NG5ZZGJDTGtxZm8yYWROZEJLd1NIRzVwOGc4dWhQeTdaUXVYU00yQThScnV5cExXcG5zY0k5SEx0T1oxSXVDZFVXeVpUUHU0bGR3ZFdMZV9wZkoyNmp4UlZr
|
More money is now in passive funds than active funds. Passive money doesn't care about valuations, it just blindly flows into the stock market based on existing company market caps.
Every two weeks, billions of dollars in retirement contributions flows into passive index funds. There's an ever greater supply of money flowing into passive instruments year by year and it doesn't care one bit about, say, NVDA being overvalued, it's going to buy NVDA based on it's current market cap relative to the rest of the market.
Moreover, the stock market is essentially a federally protected asset. Most Americans are relying on their portfolios to fund their retirement and so there's a case to be made that the federal government would always step in to avert a catastrophic crash. We could see future 50% crashes but at that point the government would step in and support the market somehow.
In such an environment, are metrics like CAPE ratios and P/E ratios still useful?
|
r/investing
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post
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r/investing
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2024-05-03
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Z0FBQUFBQm0wR3JoZzM3RzZxbklPQXVfZW5VQ1ZJckVsanBpRGRBVHkxX3c5ZnpYUnFjVHpFQUpRV21iLUlDTjNmNm5QR3BtUHhrYzJ5Ulp2bHdSMG02cUVucnBKWjhaOWc9PQ==
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Z0FBQUFBQm0wR3JnRzJoaExlVFhYWnUwRUMtUFZwcHpYN1Rqdk1FcjVhemtMdXFZSXpsV0lLeU5kOHpHYU1GMUk1eVQya1IwTW04Ty13LWxBQ1VrVDJwaVMxYzV6M2dON3p4c0JtT2pZeEhFQWROV2hYM3FqTWNTV3NCMkZZZVJxOUZ2MG5FSDh3a1V2Q1J6eXQ3WXBCOFpQNEZoSG9SNFlNeXc2VTQwdTB1X1VHRmZxSWRfNlhaVTZvclpFcEdYOU82cjZXZGVjM1E5SFNVR3VYR2hDYl9RSnJKdVp1TFdlZz09
|
Finally, my cDOT 8/15 redemption was successful today. I was starting to have my doubts about their execution and frustration in their lack of communication. But in the end, it went through. What a relief...
Please do try if you had cDOT stuck on https://crowdloan.parallel.fi/.
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r/polkadot
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post
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r/Polkadot
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2024-05-03
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Z0FBQUFBQm0wR3JoTWxRcF9GeTlBcnhLV0FHcm1tNWUtc203LTdRekRRNmgxMXM0S1gtM2lKc2FDc182VWFsLTRYRVpFYk1iR2hwUmswLWdkSmR3c1ZHSkxScEVuRnNZc2c9PQ==
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Z0FBQUFBQm0wR3JnQ2R6OFI1R1ZKTHlwWW11Sl83TWc5SlBudXBzY1l5aWtWWXlqMVVYMDdfekhmRmFydzY2SnAxQVQ4d09wNDBOQm42UFJoc2ppOXhOUnRDSDREbFh3RjFSZ1VLMU84QWUtNTN1Mi1PblJVTDJTRGNqUE5kS3N5dVpkMk9iWHNPbGozYXQ1OWkyUWRsYW9RZTFJZ2Z6V21MWkMwLTA4eHhtMW9paURXMzR6d1lGMmZkNzJNTk53VlhWNGFBbVBwOWdONEZSelByVzBLN2JnLV9qSDMxaVFVdz09
|
Suppose I’m trying to predict churn based on previous purchases information. What I do today is come up with features like average spend, count of transactions and so on. I want to instead treat the problem as a sequence one, modeling the sequence of transactions using NN.
The problem is that some users have 5 purchases, while others 15. How to handle this input size change from user to user, and more importantly which architecture to use?
Thanks!!
|
r/datascience
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post
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r/datascience
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2024-05-03
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Z0FBQUFBQm0wR3JoajVNNnFQRnY4RDdvMndFeTBFTU1semZpbXhTcXNLYVNzU0FWUG9kSkNobnVNc0U3T1J3YzNYNVV2VGpjMmVHSWR4b1lkcERfQ3piSnB0aWFFbl9wckViUWs3T3BCWmRyLTV0MUpQSnZURGM9
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Z0FBQUFBQm0wR3JnSFE3M092ci1obUZiaUo2RmtfR3YtSEZ0ZGNyUk1ybnhKd2F1SG9YUkh6eGEwOEpXSW5DUE95bXF2eDh3NmlGM0RqSVpOSEdJaTRVd0dTZFUzbVM1YUl2RGpDdWZNcDVJbDNTdjVZWkluRFQ2MnpPQlc0Z2prVXB5ZkJTQ21fcTBDeW5keXlzTzV0VTNwQVVpM0FuaFJIZnpWOFpZcVRnVFFfa25yZ19hVDBlU2ktS1ZUTG9NT041NFV6QkxJV1JO
|
My neuroscience skills are mediocre at best :) Compared to people who regularly use it all day.
Thank you though. Why?
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r/neuralnetworks
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comment
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r/neuralnetworks
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2024-05-03
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Z0FBQUFBQm0wR3JoRnEzTmxxaHdDLTlLRk5PWHZuOXM4Q3FkMjB4QXl3V3k4dWhoU0l5WEZjakFQb3E1TUZjM19fNmRUcEhTeWk5THlhRlhVeXFXR2taTDJIc250TWw4aEE9PQ==
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Z0FBQUFBQm0wR3JnY050Y3NzaERmbkFCeWtRMkN6VlV5VDFWVWlvaENhTWpSWjJPMl9kY3FmdzI4VW9xM1EtSkhvMFZNa0YtaC02YnU2WjFPQ2JoXzIyWEs0UG8tdnRhQnB0cFVzQzZBU3Y2Yzg1WFA4RC1aMTN2NEJYVkhHdWpzVFo4YnJZNjFRTTJoaXg0VU5CRm5pOGhRbjZhc3BpZHlwYmhyNHMzdXBjdThDMkVGVjk3MTlrMkxEcEdDNXZ6MGN0aUFSdTItUGRVSkRxSGlHU05lVHlqam5CcGxfMXRPNjhPMXQ2MjdJN1FKd3FoMXRtVWktTT0=
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Can anyone recommend a good stock discussion forum?
Checking to see whether anything exists aside from private Slack/Discord/Whatsapp groups.
In the past, certain Yahoo boards used to be decent for anon conversations. Semi-anon discussions would be on VIC. Sumzero got quickly overrun by job aspirants. Savant and MyBuySide are attempting to replicate the VIC/SumZero models, but it's unclear how they're improving on the previous models. SeekingAlpha and InvestorVillage again suffer from a quality issue.
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r/securityanalysis
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comment
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r/SecurityAnalysis
|
2024-05-03
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Z0FBQUFBQm0wR3JoajdZQzNWNXBtdkQycDIzS19XOVlPSWdxWDd1TnFia2xEc09WeUk2NVVhTWh2ZmU2ckVxMlNqMlg0eS1oejRSRnAtSVVxT0lWMDBSd1k1Yk1TaHBIdFE9PQ==
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Z0FBQUFBQm0wR3Jnb3g1dkZ1eWJkQmJ3Tlk5RmMxUWU4N1ctWUxUdkdlSEROeXdHX3J6WmNSZEhiRVJnQUFjOEVHSENqZUI4bFdzekVEWkJBemlYNTJYbnNGRmVROEdrMFFEbHhFcFB5S0h0akwxQ1hkNHg2R2dzcWdKZGZKQXg4d3pEbklHaDhrbFQ1WktQcnMwUU1kYjI3N0taVkNvSjVDYTNxOGNKLUhxODVnWEx1S2ZPaV9jTFV2RnNWb2N6SEdMZnJiRWdJOWlCcFNtMHpod1I4NHBzbFhSc2dEM1FodkxOT0pUc0szUDBkc00ySVhPUjh3bz0=
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r/tech
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post
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r/tech
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2024-05-03
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Z0FBQUFBQm0wR3JoOTE0Wm9IX3pXUzNHVGgtM2hBTFhDcVc2cmQteHhtUnZMWEhsVGs4emxuZDlSdV9JUnd4N2p4a0pwb1FQSnVQeDZhTE5aaFNqR3YzWkNuTkNEaHhHZVE9PQ==
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Z0FBQUFBQm0wR3JnMVpOZERqbVQzS1RSdVZaVDdfbFJGeWZ5SHFXYzdQVmw0YURHbWk3REFsQWplOTZaamljWUdzdkVHckxHalppUG1YUDZSYk1rVGprU1F3ZHdITlBMOHR6RUMycWpBOVdBcl9icWZPUnhMVEplaXpQQUE1VGJPZUEwNy1ZanB2SERFNzRCWXpnRE5FSGMxOUlFNmNYWGFxTkZOUEhfSllWdHJmYVNqX3J3SGR3SWxyUWV0TVpkOHJiUkt0b191cTAz
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r/btc
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post
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r/btc
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2024-05-03
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Z0FBQUFBQm0wR3JoVEJFN21rMzBQenNqWjJBaVI2SUVjampjWnpNSkJHalh5Wm1vU3ExekoyU0pDYUNqVk9VNFp0bk5mdWk0VEprN0J6dnlXV0FtZUNKY1RFMnFaZHNDdHc9PQ==
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Z0FBQUFBQm0wR3JnQWJPeDFfb1oyS0E2Y0RhNjdaXzlIcVBVWDZMbU45bG5Yb25HMDMtZklCRDBqVGtHRFY1c2VXenlwb2ZtNjlPV3hPVjlrVTNRRmxWU2VuLWxSRkFCQnJ6TVZGMENqMWcxMnE4UHlWYkpseDhGQXgwdmh1Y29IYzBkMHl0N1kwdW1ISVluUjZvUmdTdWUyemxTMkdTVmtNQk5DVjFUNjJkNEx0aHQ2MUVoM1hIXzQ0UVJhWTVxekJocUlscVJ4aUpy
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r/internationallaw
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post
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r/internationallaw
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2024-05-03
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Z0FBQUFBQm0wR3JoYV9VMUktY0tHSThQdVlJWjcyajFEbi1pZkRVZ2pfd3RaUUxDbFB2cElFc3ZVd05MRVc2R2dSV1RabTBUNERJZ2NFVnYxR1ZHbmRlaGp5bXVlazRiYWc9PQ==
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Z0FBQUFBQm0wR3JncWQ1S0pmTVVLODh6akg0dU0tOXphZ0FwWmNuSGx6MEFvT3l6M2NGTmU5c3FEWDhKNFJCX1pOM3pJeGJvdkhBaVZYSW5kWmpRcjAxOGFJbVZUbG5JRTlQd2l2MnVObmVfXzQySy1oMDVGeWFvSlpPS0FHd3BJeWIzM01YTUpzMFdycTNoM1U5Znl6SjFwdlQyS1pjZFlSRXRrLS11aWtJVGhUSWtzM0VPcGJSUk9vU25sQjBwUXdMb3JGRDNXdzYxU3pNekhYaW9wejd0Zjk0MVFWeVZUUT09
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Possible if the older style iron nickel batteries they are huge but very effective and last much longer. Same as used in subs I think
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r/energystorage
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comment
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r/EnergyStorage
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2024-05-03
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Z0FBQUFBQm0wR3JodjRsaXQwVWtWZFRNdzdGNlM5T0toRWR5TklYUmtyR2VIWWZTQ3V6WjR1bTRZV3E3TGxnakxuSzN6aEdJTVcwc3NfM25NeWhCTVV6X1NTeGVrdEFJT0M5Nkc0SnBNREN3aXl0clFONFRvQUk9
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Z0FBQUFBQm0wR3JnTU9zOU9xVi1GZUpnVDRmMGVBWjJhR1lFd00ySlRFVFdJQ09xS1AwZzQ1MDN2ZDdQZk9KZ3FJREtvbTBGMmt0TE84aHpFV3VzdTVfaF9lVlB1alhxX1RpMzlzNVFGMU5Ra3F1ZE5SU001cjh3VkxXYTVSLVpQa3lzVkFXbXI3cG5jbXhhN2lrVnZ5bHdyWFpiNGZPNVlnTDV3WnJWUXJOZHpneHB6LVhfQXZFeDRJcDN3eWZ4Z2xGQUstaTJ1Zi0zOEJ5QktBZnRoS1FDemZpaU11ZVpFQT09
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r/news
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post
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r/news
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2024-05-03
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Z0FBQUFBQm0wR3JoM2J2UGwwS0RiUl9DbHl6T3BpMTZTUndTb194Yjk5bmJtSjREbEhxY1dhTEk3TTNUNFpQRHBwVjRVcUJyemdsdEFPaU01NDdZLU9BUXNxeldxdlpjTlE9PQ==
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Z0FBQUFBQm0wR3JnQkZVVEZvdmxfamlpYmVIdXVETThIeGg0Si1SMkx0d0pOQkVYR3pyOHNiOExNU0thWlllTVR1NGxncVlWYUtuRmEzMWtFbUJOd2ZBSmpmVm1CRWlMd2J0NjAtRzhQZF9XTUFEMTFOSXZUY2RYM1ZPWDZzZWphQXhIbDVKN2pCdF9kTjFnSG1vR0FOLS1xNC0tRFYtVDZMT3hVVFFlazRnOGd5cGh2RHRSdjgta1h3ckFwNFlNUjRWSnhUd3BRSTBCUVl5akFmZlBUa0hDX1VyN1ktLWpOdz09
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Well you have an example of one problem right there, finding a problem to build a solution for. That's actually a very common problem in the whole process of innovation. So often people people build a solution for a problem that doesn't, or a problem not many people have. You could probably build a GPT on Chatgpt that addresses this particular issue without much difficulty.
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r/innovation
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comment
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r/Innovation
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2024-05-03
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Z0FBQUFBQm0wR3JocjhscjV2dWNMYVNjQVJFQkF4NHVkLXg0N1AxQnB4SG94d2QtRnRuYzBlX2xPUWJVR0FoLURhQkJVN3FiUlM1R01LbWx0WU9IellvU3IwNFVmb3B6b0E9PQ==
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Z0FBQUFBQm0wR3JnMGM5MnktWHhzaVRPSGdJQ0NxaUxsYnZNNU1IRVg0R0toc1hMNWRfOG15dGdxZUt1RkNTWE4zVG9HdGdUWjFlNFhXcjJDem9Pc1Bhc2hCNTVtSnk0QmNHa280S2FadzlJajlTXzdzLVdpM19QTkVBOGNoMjUwOVh5SW5qelRENDk3bVktd1dsTjFDYTZNZWU0a003dkFpUkllMjlrQW5YQlFVNXBvWm5ZZmNNPQ==
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r/fakenews
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post
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r/fakenews
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2024-05-03
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Z0FBQUFBQm0wR3JobGtYcjJ6NmZacFVqS21RMkZ6UUtrWDRUenRvS1NhQkZNQ1FkbXFUVVFmT3h6azhyNGN1Y2pXOXlQTlZIZGZSR3pqbHoya0h0SGV6LWp1Ri1fZjBZNUE9PQ==
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Z0FBQUFBQm0wR3JnbWZmbWhJSEhYWlJsTk16cFFkenNrZGZoUzV4dmFSQWpIc2xxYjgxSFdfZ0V3aU5SelB5Zmhvc2ZXTmhWODlhVXk4UFhzNXdCaXlpVG9hUVhFNkx3LWYxS1JfaUI1M3NjT0lVVFRMNktJZ0VTelNXTWdpTWtJRHdKRDhCRUk2aFp1NXJkdTU4Z28tMHFReFRBQlZqSmZGYnFPVDB3MVZaTy1LRUNxZGN3amtGbk45WUdmRnVpcTZheU9JSXgyLXZmcDMtUzhUTnF3TnRRM2YxdS1WdjZIdz09
|
|
Greystone Capital Management
[https://www.greystonevalue.com/\_files/ugd/47fd79\_3589c8c3c0af49089ab4d02eb35d4985.pdf](https://www.greystonevalue.com/_files/ugd/47fd79_3589c8c3c0af49089ab4d02eb35d4985.pdf)
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r/securityanalysis
|
comment
|
r/SecurityAnalysis
|
2024-05-03
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Z0FBQUFBQm0wR3JoTS1mekthVHhnUDZ6RXRzdDdRZy1YNFFjLUVmX0dyTlZHWGttNWxXaTFjRGxrcnJheXhsYzZuclRyU2pQYXI2bVlUNkNIS29MRjBaWkdoMTBYellvWkE9PQ==
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Z0FBQUFBQm0wR3JnMjEyZ09pbnpVOUJWc0l5VHFSaTFLMUhhSTBoODFoSEtYZlZlbTl5enZWN2hpcVpYbzFLeHJ2TF9mdE9pbWhPWlNURTU4cTV3MGZMZEVGOUZlUGRuenIzQklqRnVaOFlORkRPdVRERGZXMkM1ZHJrcUkwLThuSXBQRDYxZkpJMWx1d2x5VDF0cnZscE5DamtmSmRvVEJlVHNoelFXZjctOS1NRkloWllIVEtVbE16Z0h6UFNWZmlyTUtqSTBmNHBZ
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r/artificial
|
post
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r/artificial
|
2024-05-03
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Z0FBQUFBQm0wR3JobGk1T2o3YkZpbkFYczRFdFRaRWlza2JhWXd0YmQzWi1sUXduSktITzRjX0FIT2xfYnB2dm9taHVZVlowRU1pSHlGR3pTVGswQWhqeVZHRzZUUWwzMXc9PQ==
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Z0FBQUFBQm0wR3JnLXJtYVBZaU0yaURKS2FTdnl6eFg2OVBUalA2Zi1hMVoxUU91UzJWU3ZzUmFWVGpld2YxVF9VYmsxc3RpLTNRQTJuMUJCdXF3c0loLTZZSmctb21pS2hSdDdJWUk4U09sRTN6eXBJVzVtenk2eHloeXA5d2VOdHdXdnJXRWlRaTVwVXFoZ1JHOGxrLXNfSDZiUGctUm9pQzQ5T2F2b1lTemlzZFpMQnRzRUFmQnpUT3ZBOVZYMzBNa2UzbFNXeWRFb09qd1JNUXpKUHBXWTRpSE1qeHlNUT09
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I use a Chromebook to connect via ssh to my home PC running Ubuntu. Kinda sucks I haven't been able to get X11Forwarding functional though, not sure how to use matplotlib with this config. Adding -X to my ssh string doesn't do much yet.
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r/pytorch
|
comment
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r/pytorch
|
2024-05-03
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Z0FBQUFBQm0wR3JoNmRIZWdMMnRKQTJrRnplZlJsYjEyMTlnX29vYWFnWTl6QjRNbWIzLVJieHBSUFlHelZFbnpYOWtzdGlmMzFKN28xOVhjWWdtZ2lfV1g4eHZmTncyaEE9PQ==
|
Z0FBQUFBQm0wR3JnZi1HYlY5MGF6YmRYTlg5SXl5Rk40dU1qZzFwRy1PMWh3WWZKZ09SSW94bjBRNEJYUXNTLUc3Qm1aWEtXeW5EQ0hyWk92bDAydGFJc3lLdlk1MEdFSmtDNkpVTVpQdGhtMFllcWhMbVRnd1Q1ZjlPbllYVFdIaE1VYXIzb2dhNFBKNlRNem1HR1JCMGRVaVYyWk92enJRRjdLRF9vX2o3Q0s3ZjAwMWhyY3NWOGl4aUtNbkJUOGx6clNTUllmemtfRG9Zd1o2clpQY1BYdHd2cUQ3MVJEZz09
|
Hi, I live in Thailand and I would like to convert my THB into EUR and transfer them to my Wise account, I read online it is cheaper than traditional banks.
Can anyone tell me which platforms are best for this conversion, with the lowest costs, and what would be the main steps?
My main problem is finding an exchange where I can buy crypto with my THB without too much cost, and so far, I have found 2 solutions:
- Bitkub (Thai platform) that allow to buy crypto directly from THB, but with a fee of 0.25%/transaction
- Binance P2P to exchange THB to USDT, without any fee, but depends on the current offers
Do you have any other solutions ?
|
r/ethereum
|
post
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r/ethereum
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2024-05-03
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Z0FBQUFBQm0wR3JoR2FyNWducjBMOFN0d0dsUVFJM1JxWDVEUllDdzd4Rk5raHdtOXJheTlHZ0VRbzFGVUZwZzdLbUVkV3Zic2RvMkR3dUFaTHBudm5rQkwyWEVqOXJOd2c9PQ==
|
Z0FBQUFBQm0wR3JneklodjZiSG5NVFBuMHIxS0FfYmJicTVjMzk5RlV0MlU1aEtmSW5DWWFJMG5HNFdOVWxjSG41Qy05Q2czSktsSjE2d2FBVk5manRfa3Y5ekJCbE9JeDNXaElEcDQzSjhpWWZZZ0V2OFIyYW5zcXRyeHp1SHFwWENTdGVtUmJEUm1NMHpwLUw0UFRnSGZIbkhzZzdkeVdVU0RfRkQ5dGl2M013dklxRWVBNHE4PQ==
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r/polkadot
|
post
|
r/Polkadot
|
2024-05-03
|
Z0FBQUFBQm0wR3JoYlp4Y1VwLU1NMVRtRENVU1BrU1pfTW9neWFyMXY5cUZVV29zRDcyLTdEVUNrQUkzbmF3Wm0wVGdxd0dLeHBrRnQxak53T2dnRXZBZF9WbzU1VTlWMGc9PQ==
|
Z0FBQUFBQm0wR3JnME1YZmxsa3JkQXN2R3ZvYUdiZkFzRjhpNl8weHBtbGZtLTVZZlFiS1c3Y2owNm1HLXNkZFk5TjZCOE5FVEZGV29XaU1pZzdEbnJYRFRSREF0aFBnS1pHZGM0U0ZDOTdHdW1yZ19RQkFSbWo2UkkzMmtmTFN2U0xpcUlvc2duZ3lDNUxoMTN0ZndmS0tnZFE2Qm42b2ZIOUh1eWw0MUZNVFMtblVHcm54WUJPOTBNMFEzcTkwaGNIeHlESm5fcVZGSHBsVmEwdDFvZkNUWFk4MzFTTzNKQT09
|
|
VSCode over SSH is spectacular for remote dev and terminal. Jupyterlab works great, too.
|
r/pytorch
|
comment
|
r/pytorch
|
2024-05-03
|
Z0FBQUFBQm0wR3JoN194cy1oWFo1ZHRGT3FZTVNmUTROV1gxMWxRZG9GaE51dXItb2ZHLWlIN3dzS3o5VTdGS3Zxb2tubWhabHp2NEYyQWpMd2JOaWkzVGtQT2hBZWQ2WWc9PQ==
|
Z0FBQUFBQm0wR3Jnb0g1WXdhM19HQk1CRlNVVk85WXdTR1lZWGFOUjdaWmtTWk95ZEhHSHlDdW1majQ5OFBoR3Q1UzZNdldqc00zTkRfcndlQnp0Tm94UnZPM0p0Q1hxaUoxVGx2Qm83UWtuR3JCYzUwYWVuTHlpcUttRHNTNkZfRGpaVTNjaW5pcjdCN3E5RnBURzNyUDdqODh3YjJPeFhlSEZjMmNvOGhCUG8zRzkzaXRHOW9QMjdSV1luYjdvRXk2Q1hSZUlOUjIwYXhSUFRUQW51d2xvdl9QaUlLNUJIQT09
|
Howdy! I'm trying to log my hyperparams to tensorboard.
During the epochs
for e in epochs:
...
train_loss = train()
val_loss = val()
...
# tensorboard: log the running loss
writer.add_scalar("train_loss", train_loss, e)
writer.add_scalar("val_loss", val_loss, e)
# tensorboard: log hyperparameters
writer.add_hparams(
hparam_dict={
"dataset": DS,
"batch_size": BS,
"model": MN
"optimizer": "Adam",
"learning_rate": LR,
},
metric_dict={
"hparam/train_loss": train_loss,
"hparam/loss": val_loss,
},
global_step=e,
)
Here, the scalars are added properly. But when I click on the Hparam tab on the top navbard of tensoboard, it says no Hparams data found. Not sure what I'm doing wrong?
What is the proper way to log hparams?
|
r/pytorch
|
post
|
r/pytorch
|
2024-05-03
|
Z0FBQUFBQm0wR3JoMmlEN0ItRDhpZ0tyS2M5bDJDenFJcFIzeC02ZHdReGJsVzd1MjVaMFR2Y2VITGpwQjh5M1FQazBlVkhWamxCUnlNdGZ6UWdUOWZaQ1FwOXNoZVVQM2c9PQ==
|
Z0FBQUFBQm0wR3JnNHZ3elUzWC1YRlQ4LV9EdGxjbnJfNjBKSXdveEoxQl9IOXIwaDhTTGhyYWNFakduM0pGQi0xZmhxMVU0MWstX09CMTdickNtMjlOTlJvQUxpYVh2OWw1cDZzSmxWTVVVSk1QdmJldGUzNGxjazBiQ2I4V0FOTV9PZEtEczVzRlBveDU2VHVPRXhONlRSYmZQSEpfTjM2cnhWbERzeHpwYWNmdVVhakd1Q1dvRzFVNF9Ha2dEUUVqN1FvRXB3ZEM1
|
r/news
|
post
|
r/news
|
2024-05-03
|
Z0FBQUFBQm0wR3JobE9UWWo0ejBpNHMta2dmM1VHQ0Q2aGFUUkZOajBFcFQ3RkRMTTFVcTRRaHBWcVVRX1RnaVlDelVISVNUQkRTRGt3SnA2LXNWOEFrb1RjSFNPclE0M1dmdTBTWXpkSUJENE1MMmd4dlhKMjA9
|
Z0FBQUFBQm0wR3JnbExlQ2FETWxYbDZBWnRnRm1VU3pZZk5nQ2xEaXp6VUE1OGNKYm93SmMydnR5REx6NjMzbE5ISko5d1hPZVhRcUVYSm12MXhZcjFRTGo1YXh0LVFTWGtoSTg0NUlzSEFQc0EycmNYNUtJWWg5RjBGS0JEc3ZGOGxldE9KeVpoUzB2a2c4NnUwTVhUOU80UVZJMGF1NWtrVHhLbGdJd1JWeW5yY29aX1lWMzdSdE01U2M1WG00VHpMRUd6NDBPb01IYmtWZTJMakhxcmRJQjhnSjhReUdxZz09
|
|
r/health
|
post
|
r/Health
|
2024-05-03
|
Z0FBQUFBQm0wR3JoaFBUanJ1TG9hM0FIOWg1Yjh4VGZfT3ZFanBIN1ZNV3g5cXhkM0hucjNkU1RoSThIUE5Ia2o4VWNBTHd1VFp6SWlncVhVYmZaWUk0NXNOOHdjaUN0S0E9PQ==
|
Z0FBQUFBQm0wR3JnQ0twY25EajVfdTd4WWdvWUIya1hNempLVi1MeTNuNGROUndrcjloaGV0cU1GSnJlU2R4SjB5LWo0R19HVHZWU09ISGpPN1g0SEtCMFlEMFJOTTlHOHBIZzBDaUtuS1JiREJFSUhTMTB0X1BmZnpianVvMW5zMXFnS1RoQ1hOZElVcm5BTENkY19SZHlyUkZvTm5rQ0FsUmNENlJNV2djSm5hcFFwTVpEVHE3TGNDOVVIazlyZ3IyMkg3M3hvR0dq
|
|
Hello everyone!
Lately I've been trying to finetune a BERT multilingual model, I always had it set to Tensorflow 2.8 but a few hours ago I decided to update it to Tensorflow 2.16.
The wait times per epoch were always around 30 minutes, however since updating it to Tensorflow 2.16 the training time per epoch has increased to over an hour. Is there certainly an issue with my python code or is this expected?
Update:
Since I figured it might be important, this is probably the most important part (Tensorflow wise) of my code:
def create_bert_model(bert_model, MAX_LENGTH, NUM_CLASSES):
input_ids_layer = tf.keras.layers.Input(shape=(MAX_LENGTH,), dtype=tf.int32, name='ids')
attention_mask_layer = tf.keras.layers.Input(shape=(MAX_LENGTH,), dtype=tf.int32, name='mask')
bert_output = bert_model(input_ids_layer, attention_mask_layer).last_hidden_state
net = tf.keras.layers.Dropout(0.1)(bert_output)
net = tf.keras.layers.TimeDistributed(tf.keras.layers.Dense(NUM_CLASSES, activation='softmax'))(net)
return tf.keras.Model(inputs=[input_ids_layer, attention_mask_layer], outputs=net)
def compile_bert_model():
optimizer = tf.keras.optimizers.Adam(learning_rate=3e-5)
loss = tf.keras.losses.CategoricalCrossentropy(from_logits=False)
metrics = tf.metrics.CategoricalAccuracy()
classifier_model.compile(optimizer=optimizer, loss=loss, metrics=[metrics])
def train_bert_model(epochs):
classifier_model.fit(
train_dataset,
validation_data=validation_dataset,
epochs=epochs,
callbacks = tf.keras.callbacks.EarlyStopping(
monitor='val_categorical_accuracy',
mode='max',
verbose=0,
patience=3,
restore_best_weights=True
))
|
r/tensorflow
|
post
|
r/tensorflow
|
2024-05-03
|
Z0FBQUFBQm0wR3JoZkRVaW83V0s5Tk00WHd0Tm9XWEV0Y0JYMUhEM25nQ1NZZkNkQVJRcVBUVnhlejVOOTgtQ2lYaWJsdkxqeXJ2QzFOTlRRQlF0QTB5Y3E2clR6YVZEb3c9PQ==
|
Z0FBQUFBQm0wR3JnTVIyQUo1Qk0xczlYOFhZdFlCOUVPcDQwOXlzeXNjSUJjcm0tZm5wYUNTNk5wbGllQU5ONldEZ3ZWbDlKemF4dzVUMHJKV0pMWTF1ZWNYS0VQSUhBOVFYb1dkUGNIVk5JdVBwS0I5Y01MX1V4VnFPTFU4VmdkcGpFLXd5V25mNFZFMk1mNVBsSGh2ZlJkY2tmbWlqSzg0R0VBZEVHNmZHTVo4VE1jMmIxbFNsaGdCdVJzYW10MVRMbjJKVkZjbGFu
|
Right now, I log values to tensorboard inside my train loop. And this train loop is inside the `Objective(trial)` function of Optuna.
Is this the correct way to do it?
|
r/pytorch
|
post
|
r/pytorch
|
2024-05-03
|
Z0FBQUFBQm0wR3JoY0tsRmtIWTIzUjJOdklRczltYkxoYXU1Y2YwTXE5YWtMR1NSZ1pHOGVzM2pLVlF1SWh6YXhISnE4a18wQ3Y5eE80NmlVX0xvbHA5YUJKUlgyVTdKaHc9PQ==
|
Z0FBQUFBQm0wR3JnWC1JaGNLMk1wVEJZNkw4b1J5MUo5MmR2UUNpbks1alVVRkQ0TXYyWDBrNFpMQjRZNW10WjR3TGZYVGYtU1VmOVNKNmVxTGhwa0dKYkdGRWFvU1c4eTUtVTBKdkZHOUs2ZFNZNk9PRC16VWZJRWl3dTlJcm9rOExBVmZzLTEtRzZJUk12ZUlUbnN3YmcyM3hfZGpTaHRELUVjejJxbUJmbWV5Tm1Nc2FhMEtJWVIxMmExaHB6Znh5N2NpWWhOV0hn
|
This is actually just linear regression. If you modify the outputs by taking the inverse of the activation function, you can replace the neural network without hidden layers with a linear regression model and it would be mathematically equivalent.
The answer calling this a perceptron is incorrect. A perceptron is a neural network with a single hidden layer.
|
r/neuralnetworks
|
comment
|
r/neuralnetworks
|
2024-05-03
|
Z0FBQUFBQm0wR3JobzRXTWUtM1VCVUZaZDFzTlpIWVlsNUZfUWI0Y3RQVXZDRmh5M2VkeHpFUGlSdlo3anFpUjVtX3ZtMWdVTGJaSXZFOFA3Q2JvbE80cm90Tmxub1J3aUE9PQ==
|
Z0FBQUFBQm0wR3JnOW1BZmNxeGV6Y05uQ3VicFNGS3o5X0JuY1FlWGRzQ0c0QkszRlp2aldSZnRSRWRhRnBnYlBSTXlsSFJaVjFGRUxWM3JUc2lYSzJ3Ulk4dlhxRnNGTDN1cVIxTzZseXFlckZLUzAwclRtNTVfRTd2Z0xtQlBHMW5KTjBmSmhYMzRZXzJiTmZjRkpxdnBaQlhnbHlvaTA0QmVxWEZkSGluNGZubUl2RzRNRklDWm5IN1MtQnpGcE5vMHhZZ1AzU2dMakd3Nk9IX2h1UWNyNHNxdkswY2FRUT09
|
r/cryptomarkets
|
post
|
r/CryptoMarkets
|
2024-05-03
|
Z0FBQUFBQm0wR3JoR1hYOW5UaER2enZ4cVUzakxDWWk4NzNSNk1xM1RiSWI4cEdSb1hLTlc2Y3kzV1puWG8yWEF1Y1E3SVVsZUR5TVN3a2xCN0h5UTJ3WE1ZSmVPZkNqdHc9PQ==
|
Z0FBQUFBQm0wR3JnSW5nOFpOZjAtQWRHdVYydHAzVDEwQ29NWlhDNnozTm9oWk9nLXU3bVRhR0ZqUXZHRlZfbFBHQm5mQ3VIVFRSTGVTNWJNYnlFMTV0NDJkaTZRdmIxc3lSXzRsRjIwdGt5ZlNNV3FWZXFfT2xfVlVKUTZzMkZGb2t5SUNWb0owTW0zMktxdWNuYUFLV2ZkcVd4Vkl1SnloMUQzQW1vMUppSzZzSWUxdzVnYmxUeDNPZFBIdmk1M1ZaR3V3MHVxOEswbnhDWExYek1jSmR2S0I2NEcyUXNDUT09
|
|
r/bitcoincash
|
post
|
r/Bitcoincash
|
2024-05-03
|
Z0FBQUFBQm0wR3Joa0d4YmlsZFhwWjRhdmk2NVdzc0NGS1F3Z1BiZjFyaFVfc1Zwa2FEWjBpRGNoSHE2RjJGTE9aLTRfUjEtVzRCY2t2dnZpYXd3QU5ad19PLVJFdlBjdFE9PQ==
|
Z0FBQUFBQm0wR3JnVkRLWTFSUTRQUjY4d1d0MkZ1Tm5GLV9hVUtYTlpDSktTb0lCaHF4U3pXS19CamM2aDVLYl9ydkR4NFlnRGptZEljcV9ydW94UkxQZ2NCVkdIZG9Dbm5iM2VLZHN3VEpFWFE0d09LTkd3UUJfVlJmRUhtNmRXdzBUeVdncklNVHdjbkE1NmJCeFkwQnBsaWNjeEFQLUp4azl5SUxxd25JeFhVWVBGX2wxRFhyT2ZudjJGVDdSbDdBMndPckNYOGJUbHJEVGo0anUtVG4wbFZJNlJYYUdNZz09
|
|
For past one week it’s behaving differently . What can be solution ?
|
r/polkadot
|
post
|
r/Polkadot
|
2024-05-03
|
Z0FBQUFBQm0wR3JoT2NtVlVHb2k0bVpXdzZJN0NGY1pkYjNtRTRUTTVPaTItOEpJQXlISzBueTFoUjdxWEFpenBNeWtIS1Z0bEtRTGZaRnpjaEJsRlMxWkYza1pZSG5DMnc9PQ==
|
Z0FBQUFBQm0wR3JnVDVUVDlnYnNsVkNveEJiYWI5XzkwbjczSEMwVlBFaXRMN2k3SnpoZlYwd2wxOWthcFhqbU9XSGdzaFZDQkhyZ0FvRlkxWDZBYW03WlFMR01uTUJaMnNKaHJRc3ZGT2dPaXlaM2ZnRFFNSWR1RFQ2ZnBybE5wZE1NYzhYaXZhS2NnblM4Y2FLdzdrWUIyakFVWGxNWWpnMUxXdG80VDNfQmRTanRndVR5NWlobkpBc1dPbkRiZm94emJXMF8zckp6QTZIQmxiNVpoWjF3TnRweENqWDJhQT09
|
r/economics
|
post
|
r/Economics
|
2024-05-03
|
Z0FBQUFBQm0wR3JoMGx2SXE1aGdUMEljWTNUNVZjUnFuaDNKSk1BenNLekNkMmZzTTk4YkpRUUVqbzN6WlR5TFIyVDhla01GTTVrWmlEUFAxRWNUNjg1Y1dTNm9sMC1pQXI1TnZMa1dZanlVUlpjaUoxNnRaQUk9
|
Z0FBQUFBQm0wR3JnRzR6c3ZQeUFQRFNJOGJCeGVyVG8wLXZDSE5wd1RkLTh4VWZJMUgwXzlIZkY3NjZacWk2YURlZ29jMWgyZ2xGRWxFdl9XbmNqUHVQLW80bmI5aTNLRHdsam5yVXJ0MUVfbmNHR1FXSFFYekxGUkUtYkp4aGF3Sml0U1BzNl90czZveDBjQk01b05IOXJWZzZoZ0RxRUFVZUNUTTlHZzFESkkxOVNtaXZCMUhyR0JjUkNDOGJYalFnZEFnMzIwUGdE
|
|
r/bitcoincash
|
post
|
r/Bitcoincash
|
2024-05-03
|
Z0FBQUFBQm0wR3JoTWo0OEpxNnlHci1VR0NQY2xzU0ZCODV5VFBfOUt5R1FwWkt3QUxCUGZ4bGktYjVzLUZJMDRpZXdyMnNObGk0SDY3LTc2MXpNOUN1dmsyMWdpbTA4U1A3bm9FOF95LUp0dG0zZ2dRaWtpZDg9
|
Z0FBQUFBQm0wR3JnNzJpX0p5UGF4ajZSRmozUmNqaTd4UnZqNmpDQWFNUzJMbTNPZFlhWERyMUR3N081SGhzbDY4NVUtUVRhLTVJcVVHSnNpOElSUlhhdjkxZjhGb1hZb2x3VlFDOTlMSlBKWW52VWc0aDhkb0wyb2Y0OG9CNHhwelNWNEhRVklHM1d4U0VMTGE2UDVZRHBvVXcxSjF6Q0RUZU5ZZTdWWUNIM2M3MmhjMDFXSmtJV1hhRFN0b1hEQUVnbGcwS3Y5c0dXYXVBTmdvNnYxOG5Sa0Z5RnVHSU5JUT09
|
|
The output of a GNN will naturally be features for all the nodes. Assuming your edges aren't also being learned, you just need to write a helper function to recreate the TF graph tensor from the node features. Presumably you created the graph tensor in the first place, so you just make it again except using the GNN output as your node features. That's if I understand you right.
But it sounds like you don't really need it in graph tensor form anyway? If you just want the answers, use the GNN output directly. You'll have one feature vector per node, shape= (nodes,features).
|
r/tensorflow
|
comment
|
r/tensorflow
|
2024-05-03
|
Z0FBQUFBQm0wR3JoMW5ZR3BWYm5lQzAyOWtjOEFlNEhKdHB5R3FVdTlkZHN2R005YWlXZW5id29VSE5aLW1IQko0N2ktSi1yNHNYMlZiSkVibk91Z2ktZ3dmV0pZLXB6TGc9PQ==
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Z0FBQUFBQm0wR3JnWHh6M3F3MDNWMXJLRm12YU90Q1M3UW1rcG9zdjFlei1MSzZydElfZWYtSzVHWmNrWWxMOXJja0RlN3N2NTRVN2pHWlBuSElJdGZ5dXBuTXBKSTJuN3dwZjlUd3F5MTI2dDBWN2hnUXhhYW51ajl6V2lSdGNEU290Wk1oN3hLTVhnMWF1OTBOM3NQRXAyQjNNZ1dFY2xRcThKLWd0M2FQbTlnajlvY0VaOUY2NFJFVmpCczh4RE9sb3N5X3l5LTJ0
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I don't have any particular insight, but the simple thing would be if you accidentally lost GPU support in the upgrade?
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r/tensorflow
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comment
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r/tensorflow
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2024-05-03
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Z0FBQUFBQm0wR3JoM3hSZlJGRkgxdy1WUkZ1eUVneUZXdlpTMUEyY3dHd21IX21IVlZYUGd1ZGl0WUpBU1VtVFVnUnlfYzlsYmR5S1lUTVVNU1lEazZJZkRMSTliWVBBREE9PQ==
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Z0FBQUFBQm0wR3JnX3VJM1IwMmZ4aEtUQTNaTWVNRjZpdFVNSFo0dlFldTFjdDg5RWo3VjI3dW9xOHFmR3h1bVlLbjJ2eU1RT3NjYlFTQ1lNdEpHemwzaTl0NkIwdFliNkJBal9sejcxUUZQbkFmaDlQN3NwbGxHTlhrM2RicUxIUnFYWUVhV2RKMnNleGE4cFNKTFJlRHNfS0pvNnE3cU1UeV9LYm5rSlJpN3JPclFVaXNCc1ZMNVhzRlRQS1kyNThLVk40MEJJbmNY
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This sub went from constantly advising people to not share how much BTC you have to every other post being how much BTC someone has accumulated.
I know we're in a bull market and a lot of new people are coming in... if you're in this camp DO NOT SHARE HOW MUCH BTC YOU HAVE. You're just opening yourself up to be targeted by scammers.
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r/bitcoin
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post
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r/Bitcoin
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2024-05-03
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Z0FBQUFBQm0wR3JoT3U1TVRpLVRrY2w0YXVOdHlGaW1yMDJhWlJmeC1ValBfUXQxN0pudmxBMnBod2twdUZWUEV5TUFtYXN5NUt5YUFSYm5xTFNSaTVEZ19TQ0tCYWNzV0E9PQ==
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Z0FBQUFBQm0wR3JnNElXdnJoWFRibVpJY3dvc2lVV21leHFKblkyaF9VME5kdlp3RmlrMlRmZG9sdFZsMVNQMmdZMVAzMnltUEx5UnRoaXBNSTJEQl8zb19BTGNRUGlaWHBjYy1oU0FVcTFidk1DQTR3b1dGajg4dnh5bmdKVVRrQmFHMDZ4OEpTeGNQTjlWMnVZd0Zzc1dLV2hfQjZRT3QxSHVCU0R3NlpQQXJESnVoR29FN3NVZUQ1QkZsNkFPWkUyTXVlazFOaDJE
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r/bitcoin
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post
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r/Bitcoin
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2024-05-03
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Z0FBQUFBQm0wR3JocEJiMnZxNG1tSXdVYmlPRFUwUm1XUzJfQWRfOUt4VGtUaVVIcUVHbEJudHF1bHBLMk04Qmt6eTlkR0FXNE1lamZpTWI1QWpVWkdVaUhRUVEwUmh1aUE9PQ==
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Z0FBQUFBQm0wR3JneWIyOHNuYnZidlJYVzJxQk11YkFqc3p4NlBPd2FVZ0Z3T01KbUJKWFR1RXY4c294cVdPbWFoX3Y0Z1kySTZzc3VJbmFjQUo1SGpNR3Y1YjBQdy1ub0ZpcWMxRnhXSU5UQk1udFlaZHBiOV80aHRGMUVFOW81aDVCS2g1Y05MVlk3Sl9KYWNxQThJMGo1MkhGTUk1aFpBPT0=
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https://www.reddit.com/r/eurovision/s/lUouUlhb4Y
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r/iama
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post
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r/IAmA
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2024-05-03
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Z0FBQUFBQm0wR3JoXzQ4LXpSdWV6WkZMSGdvYmFrdHhkb0JMRVZmSDQ1aUZLaFF5cWdUZEJtc2RpLW9seC1DUEhZRnZJVUNicGZPOWxPWks1RXpkeG9rUGFuZmpjcTRyNEE9PQ==
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Z0FBQUFBQm0wR3JnMElWbXlaZWd3aFluX1VPa05uSEM3TEIydXl0Qk15eGdfS1o1cWZmaFdZOG13UzVsbWl1ajJxOFdTYkxRVFFLNVlZdjdxVnZuWnUwdk5oX0FTVC1TTko4SDFpa0dZaEZsTEJwaUZjdi1NbjZaSDZJYU5rU1ZqcmpYbkcyYjZIUjNxcUdIdzNpMGR2YkRHOXhQNHhCQmpoM2RzV09XZm5fazh4V0o2MlVpVkVOaWNyTGZacWM4Wm95c2IyVTZDWUdo
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r/politics
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post
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r/politics
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2024-05-03
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Z0FBQUFBQm0wR3JoZWxaTldvdEpiMEF4V2FRZk1GWVpCcl9ETnZrZlRqZ1F3VHNtNFFIQTJRRDdYM1BSS0NJY0JKMzZVM0ZOSTEzTGhfM0dOV0ZYem5nZ1BjV0VSSC1iQWc9PQ==
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Z0FBQUFBQm0wR3Jna1pMakRVWWlESTlZMEJyYVNsZDNvU1dEbWJmS1J2bHZ3OE94Q0xQSjRpNkszT1l6dHFWU2NqNzMwX2xGWFB2YU0xNTkzWGhUbWJTN3hwTThnREs4a2V3WUU5eGc5OGtjRlRUQkVNT28tel9KLW5yb1QxYkVsZEhuTElYOTM5LUwzNUdiY1VnQTdoNGFBZEFuQXA3ZjR0Wk5sSnpHWXd1Vk4yUS0walVhWGRaODZLYlJuaVBNVnNjdGpNZWJ5cUFHMDhqbFo2X2FFTm5EcjBsR1pQdG1wZz09
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How useful are courses of IBM quantum computing. Also has anyone tried IBM quantum computing challenge, can you share the experience
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r/quantumcomputing
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post
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r/QuantumComputing
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2024-05-03
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Z0FBQUFBQm0wR3JoT0tRbFN2U0VuM3BOS2JENG9vQzAxTEgxeGtpWDFlNjBsWWEtR2FLS29ETlZ2Q3hwcGNRMVZJQUtuQ3JRRlFkaG1ISm8zOXRXQmQwQ1dUdHM5YUFuOUE9PQ==
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Z0FBQUFBQm0wR3JnajFnZmJuX1BQRWJNOWRNX3FFXzYwaUVHdGFPNXJlS1NhZk11ZEpJeVR1VUpiNktvLUotLWNrczJTUloybGV5TG9kVUZ6TkxSN1VpWVI5czZsSml0YXF5anRmc0tQZzg5NEpWTDc2ZkpVRE1KQ0M0MlNfSlZzQ0ZWRU5lSUZEdnRwSF9Ldm1Tb3lzRVNhOE1RM0t3b3c5UFhVV3pSZlFhcnFyR3NGMGUycXhRN0loQ1kxUUNwelktRFBzc1otTUJu
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I initially was going to have a quick call (20 minutes) with a recruiter that ended up taking almost 45 minutes where I feel I was grilled enough on my background, it wasn't just do you know, x,y and z? They delved much deeper, which is fine, I suppose it helps figuring out right away if the candidate has at least the specific knowledge before they try to test it. But after that the recruiter stated that the interview process was over several days, as they like to go quick:
- 1.5 hours long interview with the HM
- 1.5 hours long interview focusing on coding + general data science.
- 1.5 hours long interview focusing on machine learning.
- 1.5 hour long interview with the entire team, general aspect questions.
- 1 hour long interview with the VP of data science.
So between the 7 hours and the initial 45 minutes, I am expected to miss the equivalent of an entire day of work, so they can ask me unclear questions or on issues unrelated to work.
I told the recruiter, I need to bow out and this is too much. It would feel like I insulted the entire lineage of the company after I said that. They started talking about how that's their process, and it is the same for all companies to require this sort of vetting. Which to be clear, there is no managing people, I am still an individual recruiter. I just told them that's unreasonable, and good luck finding a candidate.
The recruiter wasn't unprofessional, but they were definitely surprised that someone said no to this hiring process.
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r/datascience
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post
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r/datascience
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2024-05-03
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Z0FBQUFBQm0wR3JoWVVGNm9OTFNKNGRtUmQxcVlxME9janRkREhUTHZzNVhscmNSS3NaQ3dXOTdIV2p4dEdZb3Jnc29xSDdWTGNPSmlVVDN6aXRvV1NuRFZ3dWdVR0psd1E9PQ==
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Z0FBQUFBQm0wR3JnU1FtM2JYZUVhR0cxdHBRVHdJbGpDNDNFZkJPVm9QU1M2OF90ZER1U0JyVWJYdnJiRVRKOXNIS2EycWhvd09zREI3dXZJU05jUWxHWW5QXzJLazlYckx4c0lta05ja0NQbTJ2WHB2T2p2Ulpaa3BMTjRWQ0JLRmFUdmcwclNua2FoR0RySU5iaDljelMteHJjQ2s2aU5kM0xYa0d2bVltZlRUbnhwdDlBU2FFMlFoWTJlbDgxREVyTU84NUpROHBqRm10VlZxM1B5T3ZoQm0zNWZNWmlnUT09
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[AI engineers report burnout and rushed rollouts as ‘rat race’ to stay competitive hits tech industry](https://www.cnbc.com/2024/05/03/ai-engineers-face-burnout-as-rat-race-to-stay-competitive-hits-tech.html)
Summary from article:
- *Artificial intelligence engineers at top tech companies told CNBC that the pressure to roll out AI tools at breakneck speed has come to define their jobs.*
- *They say that much of their work is assigned to appease investors rather than to solve problems for end users, and that they are often chasing OpenAI.*
- *Burnout is an increasingly common theme as AI workers say their employers are pursuing projects without regard for the technology’s effect on climate change, surveillance and other potential real-world harms.*
An especially poignant quote from the article:
> An AI engineer who works at a retail surveillance startup told CNBC that he’s the only AI engineer at a company of 40 people and that he handles any responsibility related to AI, which is an overwhelming task. He said the company’s investors have inaccurate views on the capabilities of AI, often asking him to build certain things that are “impossible for me to deliver.”
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r/machinelearning
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post
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r/MachineLearning
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2024-05-03
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Z0FBQUFBQm0wR3JoWHBxYlNJbnkxQ25jMDBPd2p5bWtGZmtsUDRJMTBJNDNHX1RVTEhuSUd0ZGF0UF9qNjhKY2xBT2Vkd3owVVlCUDlvdHIxUTJwVXF6aHlRTThHWDIwTFE9PQ==
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Z0FBQUFBQm0wR3JncGVSNG1EUEo1bW1EMU1RNktrdk9TY1FvZVh5T3VkRjlrZkJBSTFweklqTHpSTVFTNWZDZmlzWXFkclg3S1NCbjJ1U0tzVWlOaFpxcXFtZXFjaWViNXhXUURWTHB4NVpDLTYxa0RBX1M3ZTNaUTlqVTVxcTRMWVpCVmp3RjJaUWEzekE5QTMzbnFOT25CS1pNRFQwclhYLVBsTkE2VXFDMThhaE55QTdBa1gtSkFhbGwxb2tOQTI5bjAyZVQtV1hhRDVzZUpJMFpVWGl1d1ZyclhENUxwUT09
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I got a call this week to listen to a pitch to do a Managed Account. I haven't received anything official yet in terms of quotes, but I believe he said that it would be 1% per year. They gave me a grade of "decent to respectable" on my self directed investing approach, but per the reports they were showing me, they said I am leaving money on the table and that the 1% managed fee would more than make up for itself.
1% a year, if you wrote a check, is a lot of money. Say you have 1M in retirement, 1% is $10,000. Roughly a thousand bucks a month. I am having a hard time swallowing it when looking at it this way. I imagine millions of people are paying at least this. But I am interested in hearing thoughts, comments and opinions on this.
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r/investing
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post
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r/investing
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2024-05-03
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Z0FBQUFBQm0wR3Jodm9ocnZsUUZ3NmVwOFZ5MEdQMzRpNmRTTWhCbjRIX2VyblRDd2k5RU1UT2EtNWpCbGcyV2ZXU2NDRkF6MGVFN053S2JQVm1NcjNyeWpmUE5WRlFrRXNLakdmS25SR015Z2pSYzgtZUxrWEU9
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Z0FBQUFBQm0wR3JnMC1ZNEVlTXJPNm9vQkRHQjBudU50akZtRmU3UWdzYjdzRi1wVk5mWmh2NGNGZlZwbDEzNW40Uld2enkwZDAwb08wRWR2RlVSRXAtRmczejRXeElCR3I2eFk5OW5LRUhHanhuV3J6aUFqTkJGdE9id29tcVQwTVRkZkVkSlVUM2ZoM1dYU1pxa1hxOVdNTk9KVEpNOWFUeTZVN181emExaTdoa0lhdURIaDlGdlVabk5WRGVoT2UtYnBsVnJ6T0w0
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r/bitcoin
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post
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r/Bitcoin
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2024-05-03
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Z0FBQUFBQm0wR3JoUFJoa0xVMmFRcW5iSWVoSDV3SlduXzljSUlGUTRmNmZzUnVvOTZjVDFYdEpReTR3SHZuTjRBMDJKTk4zT3VPR0R4OWFnUWhtLV9rT04wSnRpTFpUc0E9PQ==
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Z0FBQUFBQm0wR3JnRGN4enZCSFE4YUJmdDk3THJjQ2hYTGY0X2xlVy0xNWZDa0lfVGpPVm5wZFZSSVpmUWN2aGF5XzB4RFNsSUQ3eWNDRXh0MmtkYzd2ZXA5U29qZGlMRXpXSHJqYVFsRkFqZUF6TER5OV8xeEJJeFh5alhLQXpUb21KNUVnUVZYbEpPQTg4ak1GN0dmX1Q5c2YyMzJEVjY2aWhrWWozaUo0WHpBUTVITjd5VE1rdkRkTWVhTEw5QS0zTnFoQldoX3F3
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r/btc
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post
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r/btc
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2024-05-03
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Z0FBQUFBQm0wR3JoUlM1RUhrR0taZ0xnRTBQUzZZa2FQV2tfY1RMLWxKZVBYcEVET2phTmQ3cF9ReUdHUHRrWjAwQ2Zkekt3UUoxZlpVR05mLVFMODFyaFdOMzUySE1Rc3c9PQ==
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Z0FBQUFBQm0wR3JnZFpmVzlMQ3E4dHc3ZEFRZWdaWWxRNnhscF9YS2M4NUQ0cVRBWGtkQm0yMEU5ZkNndzROOWgxNlRMVHg2TFpGbDVha3Q4UkxaSkxxdWVZM3NBR2JqazFDWnM5VXJEMkpwcXVhX2I3Y2VPWkI1aThFcEpIdlcydmx4b3JrWmlpbkNVZ1VLczg2YlpRSUVIMXFwTlpXNnVrT3FtYUlTbHprNnpEMkktajNESXZkd2ZEeGtjOHhJWnI4TFQ0eWxoWjN6
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r/war
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post
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r/war
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2024-05-03
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Z0FBQUFBQm0wR3JoN2xLaTlLTkg4YTJBM0Z5allZa2U4Ti1xSWRwSEVBLXVNRFhTRGV2OWZOVC1iMkt2eXllREQ4SHBTVFpZcTQ2YmZXbFZZY09sSkxNTTRLTTlqODNiYlMwa1ZGSVgycDdIYkNrUDFMUTk2ZmM9
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Z0FBQUFBQm0wR3JnbHRLcXN4ZEZ3TGxCbExPdEhpTkljNWJGWGc4ckxfVElmMXU0SjNVMlNJOUNhS3ZIcjZ3cGtsU0JVR3hTa0ZKdVNMRHhNdXJlUzQwcXJvRjY4U1pTZlhlTXo4TU5YM195aDNMUVNsWlFnbjJibVZvMDhuMkFYRGM5TDlDYk85blJnYXhwVFZWam40UENHRW5rdnBLZGFsU3I0Z010MkdwakVITzl5c1hXSFVYR3lYekE1bFdleVVUbjVrZ0g4SnZG
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That's definitely part of the problem. I've just realised any version over 2.10 ain't great to use with Windows GPU's. Do you see any other issues with my code?
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r/tensorflow
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comment
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r/tensorflow
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2024-05-03
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Z0FBQUFBQm0wR3JoY01ublBXVV9HekNVTzdMSzhXZTNuX1E5ZDJIWEdleHljcWRfR3dGVjJKNTVRLWkyd2lGYVNhN2E2YklhdG9rSFFIYWxnbGgyeUlZa0pkQlVVVTM5MlE9PQ==
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Z0FBQUFBQm0wR3JnYUJVV0JPa0p5LUlISHJhNE9GZlZEVXdHbXBMVmd5Q2RKQ1h6UlJBR3FLeWJKeFljVmdveDlsT2t2YmFKNWxpTm00X0FoZmpXOHdxeko2U2J2MVlKaFRWZ1lmVXdVVXhrWVFoYXlNczFibGlHVGZCZUlxa1ZTNEpEU0JKZi1vNW40VmlpLWRsYldodi1OY0dqR3ZGZENVWTlGU2RQNERfT2tVRGlFSElUM2VlNm5iVWZPN2lwQkpXUTlXNGp3dG1H
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r/filecoin
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post
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r/filecoin
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2024-05-03
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Z0FBQUFBQm0wR3JoTUhueXFfVERrZ2VkX21ybHU3MlI5NWFBekZtSWtLc2NuempMeUJwUEdvbkJQcWpVZElSR3JIeUZCd0x0MmROSXRmSE9HaGprT01kMDg4OEh3M0hnT0E9PQ==
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Z0FBQUFBQm0wR3JnMVFSbFNhT2xrdXo1NmY0M2xhdFdEMklOWmotRHp0NkxYaEE4ZmhCU1REMkRSWi14cXBfUmhLZjhEaXMxZ1hwVE84eGdsZzBuSGtmdC1POUI1Smo3QXhYb2dya1cyZkJQT2ZRMEJFNGEyTzk5eUYyZGxsWm1SOWZDTGN2STNubWZZUDZ1LVFXLWppX1o4c0JkSWhSV24wb05uWGZpbVBDa1FCQ0l3ODJfdVlNSmdYRF9MU2kyUGNTMnJyYzJhYkdX
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r/worldnews
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post
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r/worldnews
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2024-05-03
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Z0FBQUFBQm0wR3JoaVVGeGFaV0tKM1IwRVNIOVFOTTFqa0lUMmJsN2hLODA0dGdkQ1pDTS1wMmVGSHYyRzY5RnJLZ0R5VXVVZ2JMcmR4bTBhR3AtSDNENm9vUldFVUQyQlE9PQ==
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Z0FBQUFBQm0wR3JnTFhQdTB2ODBjYUJlMWV4NllYSzItcFBQck9XQldsVTNIVGR2bERHTzFoNDZLUlFMTGtqOXhObVd2NGNRRUtCVkdyS2YtMHVZT3JxMzd6VkRyMjZFRmRNQ1VpU1BydUgtaEZkajlibjJ0NjlHb0dUbzMzd3B4LUJXLVNSQVFmWU9TSGlBeUlvVEk1Y05wZHVMeWFpbUFrX2IzTFNSTFNid0JIVV9YTnE5RXFKb09QNFJDNjZqX2p0RVVYZDQ4eHQzb19iVzBmaFhHbHhFV0taQXlkS0hpdz09
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Absolutely, delving into the details of how a decentralized system like Akash Network would interact with a decentralized storage solution combining SiaCoin and IPFS reveals intriguing possibilities, particularly in terms of data retrieval, indexing, and sequencing. This system would essentially be running those operations on Akash, leveraging its decentralized compute resources. Here's a detailed breakdown of how these components could interact effectively:
# 1. Data Storage on SiaCoin and IPFS
**SiaCoin and IPFS Integration**:
* **IPFS** provides a distributed network for storing and accessing files, directories, and other data in a peer-to-peer fashion.
* **SiaCoin** offers a blockchain-based marketplace for decentralized storage, emphasizing privacy and security. Data stored via SiaCoin is encrypted, split into many pieces, and distributed across multiple hosts.
By combining IPFS's efficient content-addressing system with SiaCoin's secure storage contracts, you could create a robust decentralized version of services like Pinata, which traditionally rely on IPFS for pinning content persistently.
# 2. Akash Network for Computation
**Overview**:
* **Akash Network** serves as a decentralized marketplace for cloud computing resources, where users can deploy various applications using container technology. This includes everything from web services to complex data processing tasks.
# 3. Integrating Akash with Decentralized Storage
**Data Retrieval**:
* When an application running on Akash needs to access data stored via the SiaCoin-IPFS system, it would initiate a query to IPFS using the content identifiers (CIDs). IPFS would handle the location and retrieval of data, potentially fetching it from the decentralized storage maintained by SiaCoin hosts.
**Indexing and Sequencing**:
* **Indexing**: To efficiently manage and query the data, indexing services could be run on Akash. These services would maintain a database or a special index of data stored on IPFS and SiaCoin, such as metadata or specific attributes to facilitate faster searches and retrievals.
* **Sequencing**: For applications that require transaction sequencing or ordered operations (such as updates to a dataset or processing user actions), Akash could also host sequencing services. These services would ensure that all operations are logged and processed in a definite order, crucial for consistency across decentralized applications.
# 4. Running Indexing and Sequencing on Akash
**Deployment on Akash**:
* Containers running on Akash could be configured to execute the indexing and sequencing tasks. These containers would interact with the decentralized storage to fetch data as needed and process it according to the application's logic.
* These operations would likely use standard software stacks for data processing, adapted to the decentralized environment. For instance, using distributed databases or custom-built indexing services designed to work over decentralized networks.
**Resource Management**:
* Akash's platform would manage the computational resources, scaling up or down based on demand from the indexing and sequencing tasks. This scalability is crucial for handling varying loads efficiently, such as spikes in user activity or large-scale data processing jobs.
# 5. Security and Data Integrity
* **Data Security**: Ensure that data fetched from IPFS and stored via SiaCoin remains secure, implementing necessary encryption and access controls. This may involve using secure communication channels and encrypted storage even within Akash-hosted applications.
* **Operational Integrity**: The sequencing and indexing operations must be robust against network failures, malicious attacks, or inconsistencies. This might involve redundancy strategies, frequent data validation, and consensus mechanisms where necessary, especially for operations that alter the state or configuration of stored data.
# Conclusion
In essence, by deploying indexing and sequencing operations on Akash and integrating them with a decentralized storage solution like SiaCoin and IPFS, you can create a highly resilient, scalable, and secure infrastructure. This setup allows decentralized applications to operate with a level of efficiency and functionality comparable to centralized services while maintaining the benefits of decentralization. This model not only reduces reliance on centralized cloud providers but also enhances privacy and user control over data.
The Akash Network leverages a decentralized approach to handle computing loads typically managed by a centralized server. This involves spreading the workload across numerous containers that run on a variety of machines provided by different hosts worldwide. Here's a detailed explanation of how Akash orchestrates this distributed architecture:
# 1. Containerized Applications
**Basics of Containerization**:
* **Containers** provide a lightweight, efficient method of packaging an application along with its environment (libraries, dependencies, etc.). Each container runs isolated from others but shares the host system's kernel.
* **Portability and Isolation**: Because containers encapsulate everything needed to run an application, they are highly portable and can be deployed across any system without compatibility issues. This isolation also ensures that applications do not interfere with each other.
# 2. Decentralized Hosting on Akash
**Deployment**:
* **Providers on Akash**: Individuals and companies who have available computing resources can become providers on the Akash Network. They offer their machines' computational resources in a competitive marketplace where they are compensated for their services.
* **Resource Bidding and Allocation**: When an application needs to be deployed, its requirements are listed in the marketplace, and providers bid to host these containers. The bidding mechanism ensures competitive pricing and efficient allocation of resources.
**Load Distribution**:
* **Multiple Containers and Hosts**: To manage a load equivalent to a traditional server, an application may be split into several smaller services, each running within its own container. These containers can be distributed across multiple machines and providers, depending on the resource requirements and availability.
* **Load Balancing**: Akash can implement load balancing techniques to distribute requests across these containers, ensuring that no single container or host becomes a bottleneck. This might involve DNS round-robin, hardware load balancers, or software-defined networking solutions.
# 3. Coordination Among Containers
**Communication**:
* **Networking**: Containers communicate with each other over the network, using either public internet protocols or private networks set up by providers. This is crucial for services that are split into microservices, where each part of the application might be running in different containers possibly hosted on different machines.
* **Service Discovery**: To facilitate the dynamic nature of container locations and IPs, service discovery tools are used. These tools help containers find each other and communicate effectively, regardless of their physical or network location.
**Data Consistency**:
* **Distributed Databases**: For applications that require shared data access, distributed databases or data stores can be used. These are designed to handle data consistency across different nodes and containers, often employing consensus algorithms to ensure data integrity.
* **State Management**: Managing state across distributed applications can be challenging, especially with stateful applications. Solutions like persistent storage, stateful sets (in Kubernetes), or specific architectures designed to handle state synchronization are used.
# 4. Fault Tolerance and Scalability
**Redundancy**:
* **High Availability**: By spreading containers across multiple hosts and potentially geographic locations, Akash enhances the fault tolerance of applications. If one host fails, others can take over, ensuring the application remains available.
* **Scalability**: Containers can be easily scaled up (adding more containers) or out (enhancing the capabilities of existing containers) depending on the demand. Akash's marketplace model allows for flexible resource allocation as application demands change.
# 5. Security Considerations
**Challenges**:
* **Network Security**: Ensuring secure communications between containers, especially across public networks, is critical. This involves using encrypted communication channels, VPNs, or other security protocols.
* **Isolation Security**: Although containers are isolated, they share the host's kernel, so vulnerabilities at the host level can potentially affect containers. Proper security measures, regular updates, and patches are necessary.
# Conclusion
Akash Network's approach to handling server loads involves a complex orchestration of containerized applications distributed across multiple decentralized providers. This setup offers flexibility, scalability, and fault tolerance but also introduces challenges in coordination, security, and consistency management. Through effective use of modern cloud-native technologies and decentralized networks, Akash aims to provide a robust alternative to traditional centralized cloud services.
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r/ethereum
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post
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r/ethereum
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2024-05-03
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Z0FBQUFBQm0wR3Jocjh5cGlrNExkYjhvLVVKRkZzSXpqSGR3ajNYMUljdDE4X04yaVRJZURqU0NfQlRYSFUtSDhraVliMTdqcmJHck9sRU8yVG1DSlZVVWc1ZUNvTFA5UXc9PQ==
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Z0FBQUFBQm0wR3JnSE5rcGU2bmlEaU5DMXhEZXRzaDF1MUJYaHdnWHlqUWNrekRoaDV3UDE5dWFabkt0Q3FJTmJjTGtjUEZvME15ZFFSNDNSQnpwRzZ3YXY5NllrVkhUTGdhUExtaF9DQnZDbWQwamRjN1U3c2k5VHVabWVweTQ3Rlhkakw0SlRxdzZodUJ3TUhXcUQ0Zkotc2hMTnVxRzhqOEMyVTVrTVM0V2J0OHFuUHJXZmFyZzVHRnlaN3FMTzlXMUhpZW84cWFr
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I know the simple things like charts, buying, shorting and stuff, but i dont go deeper, where did you learn about analysis, strategys and indicators?
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r/cryptomarkets
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post
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r/CryptoMarkets
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2024-05-03
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Z0FBQUFBQm0wR3JoR0pRVXN3clRHTTktZHp6NWVReGpON0hKRWtaNWJWbFc2QWlCSGI3Z2JmdV9HUFRRazl2MFhNUDVRdXFzRXJEVDEtVU10TlNvVjU0dTdZLWt0ZDhmNEhyZ2p0VXdOZkJxVEJraXQtbjdpWWM9
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Z0FBQUFBQm0wR3JnU0hCa01sTmllVzlRNWhGYjh5S05HaUdjNVBFeWxZRG9MRzM1ZFdNOF9KU2dvYmtWMEtDUjluNndkNFF6c2hUUGRtLTFiUTgxWkZPemZiWmNCWnl5X3otWWgzZ1Rla2JzNkFOT19ZaHhoekxHQVZRbWxSX1haZlNxMmVaTV9ma3RITXpuQzhEcTc5TkJIY0d1WnNySXBaS29JaTVuQ2xlcEM0Snd4a3hTZFIwWTJkVmZrWlBQZFlxUm84ZVJ0ZkVKN2w0cHEyMFVsUF9YWmdqcnZZbnVtZz09
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I know the market is fucked for less experienced candidates.
What’s the market like for people with 5+ years experience at a FAANG as well as a graduate + undergraduate degree from a top tier institution?
Is it just the new grad market that’s fucked or the L5/L6 market too?
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r/datascience
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post
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r/datascience
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2024-05-03
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Z0FBQUFBQm0wR3JoQ1FHUl8yUGxvajJIZ3lHUnNtNkxoMjY3ckxBbW82ZFg1WUU2MFRwZUhXUkNwQk03S0dQT2lPckpBRUtsRmc1S0FFcTFzbi1fZWJFT1JDUDd6VDhpUTVFWDM5VGhXSkZUcDNsZS04dHFGdkU9
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Z0FBQUFBQm0wR3JncHNKRWpxbmlLeE5FekhvaHNraHJFd3Z6NHpFcWloVDNxYTY1UDBVU0wwdXhDMU5weGhxZWx5Z3VqdFRIQW9LSDZOQ1BNam9KQS1LSzRWWUtuaGdLYjZTaGtJb3pYTDV5U0NBdFdaa05EVzNtb05QenI3ckR0UEg3MzBWcXhtRUhBeGlVZnBIQjRqR3o0VHNzVmhjaTVXYkkzNVl0YW1lajVDVmdpOWE1aUF1aEc2eDZESl96OEhua0JMYXFjOFFwX3gydVdvU1hNMThGUEpnRnU3ODBXQT09
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r/wikileaks
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post
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r/WikiLeaks
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2024-05-03
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Z0FBQUFBQm0wR3JoUUtZcGlTWU5CUTVhXzRVN1lDcUdBelBGbHlwWkhJMWQ4MXk2UVpmdjNnRTNkOFQ5UXRNZVJnTFFnN3J1Mm8zQ2x1REVoMDFIR2ZGT3N3MXFhT0pEelFaLWo0a3dsZHRLeG9UVE1yR2d2OHc9
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Z0FBQUFBQm0wR3JnN2FSMjJoVUgxMUhxTjQ4TFp6b1lHQmRmaTNQZXg4Zmg2NkZHTmxTTjVlcWVHN3Nod3VQWldiVVRMTUx5b3gxX0Qzd1JMTWduMDB5U2tHYVY1Q3FUaVdOclFDQ0I3NDV4S25pZUpQZWJuZ3VBalRzbEZxVGg4T2JxUTd4R25VTC00MXAxVWVoLXlSdV9hU2tlQ0FsYXV2bzdhVFdXWV9IRU9ZU3NVNGMwRURhQnVCRlNTN0Y1ZDFpRW9rVnJNTDk0aWZyWVIteExkRllHdzYyQXBNU0xidz09
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r/politics
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post
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r/politics
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2024-05-03
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Z0FBQUFBQm0wR3JoR25fenZEVndFMHlMSXY5blZ6VkRLRmY0ZkwyaTUyOEhNQldsVk5VaGNST1dMd3lveXVHMmNKMWxCYkJrT2luQWE1eGl0cThnMmdMTkRRVjc4dU5SQ0E9PQ==
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Z0FBQUFBQm0wR3Jnd25JWWNtODRRVTZDeTBwNy1temFYaHlmODZqVzNNRk9iMUhmdFd4clVSeEVfM3BxVUFJTTdUa2ZtNTgwa1lZNk1LazloOUlkNHdHRF95aFJVMUdqbk1QTkdrUHd6M0RnQ0RmZERPSmpPb3dnUC01bVVNWE1QbHh4V0FGRDdHbkctRWw2VEdlWkFKT3Vhd1diTFdlR0xjOEIwUm5ZbzRNLUFZYnBFNXFnSW50Q2hTSFpOa3hnUGxFTm41cW5FeUZ3U0kzRlNhejhnQndDY3hBTTdRRDRxdz09
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Boyd reads a lot like Sun Tzu's Art of War---He had a bunch of versions of this book,
marked up and highlighted with annotations
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r/militarystrategy
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comment
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r/MilitaryStrategy
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2024-05-03
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Z0FBQUFBQm0wR3JoazFueXE4c1J4NWN5SlRmNEFab0RpOFpRWjRQb0RodE8zeVVDb1NocWNxYzAzR1FYQk1vTnFycTFzRGl2eldmYzRCOUo5SlRLOUVkMlZzT1FEUi1jSy1ib0YwS2hlNHo5RV9MaTV2YXhoYVE9
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Z0FBQUFBQm0wR3JnNy1qX2FYLXF1SFlEa2V3REJFVGtMNFJsM0psaWFtMDluVzFMLVlKUGN5c1paRUFaUFJtVmxfa0ktUUNIMmFFaFBQbjRCUEk1M2hMVlU2VGJfX0pXbFk4RnZIOU5MUTJONlRLTnlUVUhGRjQ1RE9UWDRBUEFxZE9FT1RGT2w3cWJzR3ZIaDd4MENJcjVyamZYZ201SHptazJEaGl4ZjBWZDZ3cHBsMmxmU3FGajBUMzlFeU9RemhmZEQtNF9FbzVuYkNTWTMxYXpCMHgwdmNxYXdHMUg4ZDhMZTRNOGx5OE9xd2x5T05WTzRkUT0=
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Hello all! I am trying to get a better understanding of the genocide convention and more specifically subsection C. It was fairly difficult to find discussions about it however these:
[Legal Standard for Genocide Intent: An Uphill Climb for Israel in Gaza Suit](https://www.ejiltalk.org/legal-standard-for-genocide-intent-an-uphill-climb-for-israel-in-gaza-suit/)
[AN INHERENT RIGHT TO HEALTH: REVIVING ARTICLE II(C) OF THE GENOCIDE CONVENTION](https://hrlr.law.columbia.edu/files/2020/11/080_Radhakrishnan.docx.pdf)
have helped form my current understanding of article 4(2)(c).
Just for the sake of explaining, article 4(2)(c) of the Statute provides that genocide can be committed by *“deliberately inflicting on the group conditions of life calculated to bring about its physical destruction in whole or in part”.*
Examples of such acts punishable under Article 4(2)(c) include (based on ICTR and the ICTY), inter alia, subjecting the group to a subsistence diet; failing to provide adequate medical care; systematically expelling members of the group from their homes; and generally creating circumstances that would lead to a slow death such as the lack of proper food, water, shelter, clothing, sanitation, or subjecting members of the group to excessive work or physical exertion.
Setting aside if one finds the comments made by some of Israeli leadership to be genocidal, based on the Rwanda tribunal that convicted Jean-Paul Akayesu of genocide, “Special intent,” as applied to the Genocide Convention means, “The offender is culpable because he knew *or should have known* that the act committed would destroy, in whole or in part, a group.” This means, and as I have seen specified elsewhere by the court, the “specific intent” can be “inferred” from the “general context” of the actions undertaken.
Actions like completely destroying ~50% of homes, destroying or damaging 84% of health facilities, shutting down the economy and education system, restricting aid while enforcing rapid evacuations that rob Palestinians of their means of subsistence, etc. all seemingly constitute actions that can have no other effect but cause irreparable harm to the Palestinian people even if one wants to argue the intent was to take out Hamas. It appears that as Israel has more or less full control over imports into Gaza and has a duty as the occupation force to maintain the territory, as such it is fully responsible for the ongoing famine, disease, dehydration, etc. that they have caused by withholding essential needs while destroying a large portion of vital infrastructure in Gaza.
This seems to cross the bar in regard to action and intent but perhaps I am missing something. I know there is not a lot of case law in regard to this particular statute and intent is rarely found but this seems to be correct.
Thanks for the help.
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r/internationallaw
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post
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r/internationallaw
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2024-05-03
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Z0FBQUFBQm0wR3Jodng5UUN3QWFuTEFLbV9OYVUyM3p2RFlZdnVwM194WUczYkZsa0FHcGlickxqRW1DYzJUTGRZOXJmeklCTm1Qd0dxWjlMN3U2Q3A5S0xURWt4S3BVQlAzN3dkMHNYbzFyajJBTEcyWkxzT289
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Z0FBQUFBQm0wR3JnQXJQd1A4VU5kSVV5MFlZLWJlTzdxOG5CSlRMcU5vTV9hbVBTVEFaVExJeGxiNzBGLXNTQ0xxQlV3RnkxWktubGkyMFBBdVRuckY1VnA4MU50SU5CSTRCM2NOV3hmSG9oUWpDUE9lNUtBQXV4cUh5ZjM2UFRkMDNteE8tcGw2ODJGOWR0RkJUQnF6UHJTZFUxSWlFd1k0dThyN3EteXN1OUNIR0NhbGVpT1BEYmM1Q1NTX2ZhQjZNNGVreFJvNFRWZ2dNV1ozRDBRajlVUElJMWFOeVRwdz09
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OODA loop is misinterpreted or not comprehended fully, being outside the OODA loop is just as important--slowing down enough for the appropriate time to respond
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r/militarystrategy
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comment
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r/MilitaryStrategy
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2024-05-03
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Z0FBQUFBQm0wR3JoSzA4OEJucVlFSG1XLTlBbEptc3BzUTY5Nm9QZ3lpdDJxSkd5Rzh5b2FDdkdVUmZHdUVIQWV6S1ZKX2R1ZzBIM05rLTctaGdFVENEQWFBS1pxRjUxUm9DZnVlREI4Q1kzazlLTFJrd3QyeU09
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Z0FBQUFBQm0wR3JnWWVuMmxKY2JJZlhGdi1RZmxZLVc0RnVnZ2pnOUpTUUh0M0JGVXk1S1h2UEowVXEzaHdsa3N1Vmc2Q2FuNUFGdDlrS09yVmhBeV9XX1hYaTNvMW52RV9BRHV3RVRiRUV1UVdzNUZlU0R0S1kyZDUxNGZ5SnhxdWl6WUJveWxtLUgtVzFJdTVrU0l6bWdPRERDT29UODNyeW1oc1BPSzBkM0UzWlR0NVY3OUNpUkRWRllXa0pHel82b1BEX0V1UUl2UVZVbUxiS0k2U0xTRkNJUGoybENvcDVZRnB3ZERaUEcwNktBdS1hemY1MD0=
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My partner and I have been working on a new tool called ChainClarity that uses AI to explain the ins and outs of crypto whitepapers, starting with Ethereum. We built this because we’re kind of nerdy about making crypto stuff easier to understand for everyone.
**Ethereum whitepaper explanation:** [https://chainclarity.io/ethereum](https://chainclarity.io/ethereum)
I’d really appreciate it if you could check out what we’ve done and tell us what you think:
* Does the AI get things right?
* Did you find the explanation clear?
Your feedback will help us make ChainClarity even better for everyone who's into crypto.
https://preview.redd.it/8a7z4k97a9yc1.png?width=1908&format=png&auto=webp&s=d68560efc8e8a0460ff39fdbd3b10abf97706674
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r/ethereum
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post
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r/ethereum
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2024-05-03
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Z0FBQUFBQm0wR3JoM3RIZDRvY0hCSmEyWjl4X09hQ29VUGlVRkczTDY1Y2gzcGdqdDVWR1NJVzBTTWNkRXZpMm9zMWpEdDVWekRmQTd1U1YwM3ZHVEh4b2VuZ3JfZ05wMUE9PQ==
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Z0FBQUFBQm0wR3JnaUVfak1qcVhId3dYSWhXNlU0Zkh3N3ZHU3JaQk5CZUZ5dHRuSjh5OFA4azFLYTF2MVRfaXFxc1JjTjh1bC13SHg1YXNtV0luRi1WdDk0d1FRZzUwdkRKLVJPU2xYSFcwbU4teVRPTjlCbHY5SC1jdjZjbWxOQVhvb2NiLVRIWmhjS05OOWFpTlI2a3JPN0dDSVB3TEx2dkhVU256SWFUWUd1T2dOZF9ZemVQYVZnYUFaaU53WEhwNEVOT0pYQmNjdXhFc3dSSUptSDNaUlVkdE11dHA2Zz09
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Why cant etherscan just make the account that is not yours in the "from" account table red in color. I mean its just a simple line in js and css. Poor fella lost 71m.
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r/ethereum
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post
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r/ethereum
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2024-05-03
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Z0FBQUFBQm0wR3JoWmxpR1F0ZkRqZ3lKTXlnTW80MUt1cjdiN1NueWNhRFpXbmtfTGlnQkM0TnB0WlUxWE1kYWhBbnREcWFmYzVTQnNhN2MzbHlPelcyRUp6VXlqZU8tX3c9PQ==
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Z0FBQUFBQm0wR3JncmZMZnJ5M3VoTnFyaFFTRGdyUGlDbUI2Rm5PbGs0S1B2TnJXLUg4T2pxWUxLeG5CWXVYajFGY3pmdFJsYUZuTlhoNXNVcHI3a201TkljU1JFWEl6S1JZNWtDQmQyX3ZlcFhQQ3NQV3kxMHdEdVctWTdmaXRUa1A5ZWNiNnhKS3Q1N3JMcUZWVFBLT2pqTWVxM09SaFJHSW5rMFgtU0tfcUFOQjdJcFNCcnktN0Q0XzRkQXkwbnhHeUFKRU1UWGJ6
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r/solana
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post
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r/solana
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2024-05-03
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Z0FBQUFBQm0wR3JoMWRsanBpQmJMcmpfUGxJeVQ5ZFpJelZ1X19PNlFUM3ZzYWdGWV9oRXFCNUNndVpJanJ1Vm0wRWgwSDZraGVLaF9tM25VbzNJaFNNcGVzV3pQUG5RQ3c9PQ==
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Z0FBQUFBQm0wR3JnMFpCUUstTkx1NldYckkyQ3gwbDF3ejFUZklxclpKemx1cU1NcXlQSXFjRDducXYwWnRpbnhNVVkwaERCSlhldVcwcWlSVGhwOGRVU3BMSmJCOFZSMjRteVpTMmowMUVxNnljZFRhTHFfUUVvTElFa2J2WWR6WEFJc0EyMG1RaklDS21Ndmg1Tm9Ua3lEZ1BrSGpNSWFfZWNKNm1QZEszOXczT1hpRVVsVG0tUnJTYm5DcEgySWF5c3phQ1dwOU51b0hLczVLUl9ReEVoN29lLXRNbGRuUT09
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Thanks for your response! Honestly I need to implement a naïve pipeflow to understand well how it works. The point is I wasn't sure if the feature vector per node was able to keep the "structural relationship" between each node. Anyway, I'll go into the coding stuff, thanks again :)
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r/tensorflow
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comment
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r/tensorflow
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2024-05-03
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Z0FBQUFBQm0wR3JobnM0Z1F0QnFLRFVtdnBOSjFEQ21yNmhtaEJvU0pBMFlhQURZZXI0ZDBZSTkzU2M2WFQ5ZVpfSlptWjJyUnluXzFoeEFmVjh6TmVsWEwyZmp0Q0ZBWElMVnFyaDg4YWhuWTFqUFpqaTNWdHM9
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Z0FBQUFBQm0wR3JnRjA2NEdtdlc5REpaZldlU21vZjV0dTlPMGNNdHVTTGNLTWl0Q1A1eGJTbGlfZFJNcWgwb3pwYXd3TXJWNl9BWEZMdVFUUnQ1MFRONEhRN0VZR2tVcFdjVzdwN3BUMldiSjMxaV9TUTBwaHhwcDNBaU55ZzRaa1QxX1d1VFdOY2NxNVpPYjJ1aGVNVzkxN0JsT0s5N1VlTXpycl9Sbl9CcGY1Nzl3Wm5MUWYwNHk5TFg5cl9DX0Uybk1sYXRCdmlS
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r/bitcoincash
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post
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r/Bitcoincash
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2024-05-03
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Z0FBQUFBQm0wR3JoN0hqVDk5YlFyaEx2TWttVk9BclhUS3J3MXRaOG1sQVFjcDdZak1jbzg2YTVQMlFqekhnaktsUzBsVFdJanFqaXZCLVQyci1Xa1NYTFZJZGV1QlFidVE9PQ==
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Z0FBQUFBQm0wR3JnTGRRQUN2c3NuQ0w5T2tSWDRtbGh1WkZ0MWYwU19LOHotSzAyS0RnNk5WelVTd256OXU1Qm5tNjR6SGVBdTVmSVdERFBpZDUweDZEMGJycUk1WGV5b3lSb1RYRkw0SlhYdlNmTVRlWEkyT0RNU1hnbTF5Z1ZXZlZYYVhEZ1Z0YjZFbmpodTFIcUlQd244T0J3bWxYWlpsRWYwM0ZXeElNRThFbEJhVVpxZGNoWXBlR2ExX0dZelgtbjVUUGwzbmlhMFJLOENxeVlVd005ZFJOT0ttcHNlQT09
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r/cryptocurrency
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post
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r/CryptoCurrency
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2024-05-03
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Z0FBQUFBQm0wR3JoSmZkZUpRblNEdGpjMWJNNEszT3hUdGtYQmM0clRoTzByU3BSeG5UT2tDNXlmMThLZFhVQnRoSHpEbUNGQW9MT1V6QlpRS05wcUFVQ0ZqbU5FWU9UMHc9PQ==
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Z0FBQUFBQm0wR3JnS1cyNXRzd3puU0JuLVV3RFU4b1V5dENTQmM2dlVCeGFqbFJkZ19yQUNOeUxibS1Fams4cHRLV0VCTWlYVkR2ZE5NZ256ZXpLc1FmM1RjdzFXTFdXUlI3TzMzYXh3OVNmVWREc2N0cUdtYzNxeHBIcWg1ZlVEM1AzS0pRUVNldUNISktVdV9ncVZnYTc4eE1lZjc0dHNudlVoR20yYTJoVkZmV1QtTG0tdnBwTlNlemxxWFBCTS03ZlVQeVJiQ0tndFhRUGoyOXlESE5sYWZLVlVQZDhFZz09
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There are A LOT of reasons not to trust Elon musk lol
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r/neuralink
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comment
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r/Neuralink
|
2024-05-03
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Z0FBQUFBQm0wR3JoNEhjLV9TVVFBT3NXWEgxQUJWSW1NUm9oWExYZ3hQNUt1MTg1Tmtnd1l6b29VdllXYWVCWWZUZUlaejlWOGpZTi1hX0hPZ1hlVHlxYW8yclUwWm5NVmc9PQ==
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Z0FBQUFBQm0wR3Jnbkl0QzJPLXZqcmtVY2xUTVRwSlluSUdXY2Y2dVVYMFJVTHBKaE05QU1icWdja3BjREVnVFpuaEFOZUEyOEExUzNMYTlzX2E3M3hqX3Nacy1XRUQ5ektLQ1NacF9xQ1lvVUVudnpMRGtGa0kxa1ktWTRmN0xxRi13MUxSLUhhY0YtaTdJWkF3UkJIYzBqRUcxVzM1ZjhWTEo3Ym1jbjQ0dGtBTG5zbUs0VGlVWWtlR1JUWms5bzN1TTNQYllfWGlGcWsyT0Jzazk2aVpNY2xJankxd0xmZz09
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Not really. Mainstream media loves to hate on the guy
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r/neuralink
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comment
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r/Neuralink
|
2024-05-03
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Z0FBQUFBQm0wR3JoMDdWTTVBZVhXUEdKTVZUVlJXYVlNLXVWZGx0VkZiVXNXbU5iaEgxSTdsUERfTnQyUkxwa1FHRC16aU10c2hPNGZWcV9hVWFuUk93ZmdCNi1la0ZmNUE9PQ==
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Z0FBQUFBQm0wR3JnZWpPVjB0RUtLeS0tNDNRaHZHM3FqRnBXQzNxcUlkWmVZOVA4MjBZNWdyc0RBMVZacEVibmh5MnMxNzFKQXRRdmo3UGhDZGpRdVlWVUxac1g3eEhRczZvRFBpNy1SVF9XanczdGVNN0h0V1pRNlA2MmZjTnF3VkhobTQ1UVF1c0lCWndQbjNmbjNIZHFXMlpwSFUwX1lzYTBwRl9YQnRvbDMwejl3NU5DTGJrYlBvNUtjZ3hqZW53ZzlSTVM4ZW0zQnJkaFpVTXlDZTljUmxqNndDRE9NUT09
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When it comes out it'll just be (nodes,features) in shape. It's up to you to remember the order your provided the nodes and their relationship.
The GNN documentation is limited and confusing at this point. Honestly, I got what I have going by iterating through chatGPT and experimenting. The examples they have are far too complex in my opinion.
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r/tensorflow
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comment
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r/tensorflow
|
2024-05-03
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Z0FBQUFBQm0wR3JocExWNG9TZ2dXaDR6NWFFTE11SDQxdHYyT1g5VGlxaERUVUh4WjhUQlBnbC04ck1ZTmM3R3hUQ0xrNkQ2SDgzMzdlWFdtdUpka01iUlN0U09DRDNuakE9PQ==
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Z0FBQUFBQm0wR3JnNVdfaTlwc29hNWRlZ2czMnYzblFzalhaeFdPVEZndDRwa2dMSTVSMFY4bHBoZldsbm5pakJBaDkzcW5VbFRYM3VWdzYteWJIX1dzVzRTZ1ctaldGUWNZUXhCa2RpWkxTT0VZckdIeE16SUdlbUNMWjNTbEJCY1kyemFjLUctSEgyS3l0OG5QU2d3aVFCUExBaEZvVmxVcks0VUpNaUZxUjhfWnlvM1Z3Unh4VnVsampZcklYSEN2MlNaaFRFMUJJ
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r/espionage
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post
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r/espionage
|
2024-05-03
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Z0FBQUFBQm0wR3JoZDF3TjZMZHZOMG5BQTZzYXYwQXJEY3pOdGFYUWVUZHAyTG9ZaklyemFpeEdhRmliSUhlMUw3SHlRUGJHdHNRTkhLRzI5MWhOang1eE54aDRzaFdCUlE9PQ==
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Z0FBQUFBQm0wR3Jnb1c1azF2cUhEV3l2YTdaVmNXMDBVY19ycEkxeEVfcTI1dDZpUnp1dTZwR0dkY3NuWkc0Sm5fYVZ6LUhuVXJleUtlQVVYdmpFd2g1R05nVVFULXZCdDd2OVRqM1RaYlRXam5Bd3owQUtGY3l6bTVFaFI3UUQyZ1ByZF9xcXhyelJoUVRMZEdrMzNCdnpKYmNzQ21XNzFXQmo3X0hncm13MXFWcXp2RFZSaDZEdzBWN2IzTGpkRzktcVlQbkg0RFp5
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r/health
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post
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r/Health
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2024-05-03
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Z0FBQUFBQm0wR3JoS2liLVQ1RzV0Y2FTS2stX2MxNTdqS2pjekhMWmZ1Y3B0dkZyYmtLOUF3d21Qb0NBTm1EbVpicFFzUnRHTnNoeDhjOXpCRzk3MUFqSHBtLXQxZ3owekE9PQ==
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Z0FBQUFBQm0wR3JneWc0MGhfX0EyRXZFWDVaRnF6SnlIZVhrcllKdS00R1Z4bzVzdWg4czIyR2JqUDh6YlI3QjlUbzB4ZU1PTDhYNjJab1pTbHFNU29RWWxDTzZZaDRndzFPbTVmQUxSckNxZzdTQTM3SXNTSV9TZTVxNjYzZGVVcWRUajItUk1XSWtxcEk4WXh3M2l4WC1aOWE4ZGRYMWVCR0pFZ0U1VDNsLTd1dEtsZFJLWGlmbkRMUmE0R0xxM0M5cldqS3JLWHFtSTJqX2dJY3dzRjN6OHh3ZGVMU3FfZz09
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r/epidemiology
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post
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r/epidemiology
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2024-05-03
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Z0FBQUFBQm0wR3JoOHJmWHVNUGtWOS1QQTZsMHU3aGxjc0JhS0cySkJhOWxSRmpOZnJFN3FQZ0VQMWQtbU1LR21XZDhuZmhsTDgySUxXdzJNUEtPRDN2aHVma3JaSllMWEE9PQ==
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Z0FBQUFBQm0wR3JnSUl4cU01MktuVFJ2bExkbW5HRWdJR0RMR3NMR09UX1FJTzhsem91dHBOYkpQLURVOUdIREZiRllXTUFqZmZtMkxlVWxDVzBTb0hOSEgyemtXSTFHa2hEUkZYNWRHcXhla2pKaVF4eHloU01wUV8xSkZieHczTkFKRHZEQmRNS2tUWnBZMFVweDk4NGxjNlFNNkh2NVlEQVh5T0dtUUdVZ1NoQ3RUR2JXTG9RbWdtSTBpQ0pYazRKZDBYdWgxUlFHeDBPeTJDUmFvMDJ1bVRtbmltR19idz09
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r/news
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post
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r/news
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2024-05-03
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Z0FBQUFBQm0wR3JoTWh5bGRjbjN5ek5qYmZ5Vm5tMEVaOEc4cmNpbk9fdVdQeXVQdmRHbGUtTm1BZThJcXRsVVFsSGpoVkZsNEZXbmtscTRuYkhWVk5qRDZfQXBqajd2ZVE9PQ==
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Z0FBQUFBQm0wR3JnUTl1SXctNmNQM3liU2hUZmVxLVgzNGtOcDRGX1p6REc0RmpKblNHVWVRRWdHZ2dDOUN4dS1rOWQyTmhSQ29SQnFMQXhyU2paV2N1Z0F5Y0RTalNMYzVvMDlLeEEwTkowNHExQllxb01NRzJYcjNHNFd5YWVQTjRuWkVrWGowUVVpLWstQ01RX1lYVmlmWl9jTEc0N1ZEM01ETkZNaVNVZDNMMU9qYWgyZHZWeDRkSkhsS3FpTlh6QVl3WmdzbXQ2
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A victim today lost over 68 MILLION in wBTC simply by copying and pasting the wrong address.
**PSA - ALWAYS CHECK YOUR WALLET ADDRESS AND NEVER SEND LARGE FUNDS WITHOUT VERIFYING!**
I think the scammer is going to have a REAL hard time trying to launder 68 MILLION with so many eyeballs on this case. So far I can see all the funds accounted for.
No money laundering attempts yet.
Here are the main wallets to follow:
* **0x1E227979f0b5BC691a70DEAed2e0F39a6F538FD5 - 68M wBTC VICTIM MAIN**
* **0xd9A1b0B1e1aE382DbDc898Ea68012FfcB2853a91 - VICTIM's intended destination**
* **0xd9A1C3788D81257612E2581A6ea0aDa244853a91 - 68M wBTC Scammer MAIN**
[Above is a mapping of where all the stolen funds went. At the time of this posting, all of the funds are accounted for. I'm sure there will be more movement in time. The funds went to various intermediary wallets where they currently sit.](https://preview.redd.it/a6hfuj1hu9yc1.png?width=2204&format=png&auto=webp&s=80052df19bbcf598726d25d9ea0790ac9ab34835)
Below are where all the stolen funds are currently located:
* 0x68414dbe49AE09Db49F59Db44299A3642273e7C7 - ($3.27M here)
* 0xF14A5e70190d694Dd1C25f13B21639B33192A774 - (4.38M here)
* 0xcf049aa810caE4c402908E77Bbf14710673CdA6D - (5.08M here)
* 0x20cC20715954E0097F402e466067B3aF40b6df6f - (3.66M here) 0x02E5aD70386AeC6ea2aad0ccd32A9Ae6e3A4C86a - (6.88M here)
* 0x31C43429Cd5f918F19C05287E0bF7588Dfce592e - (8.13M here)
* 0xF34527c397BD1d151908e8b1Fb51CE4405f61afe - (9.45M here)
* 0x943706835942d3f0E9a2bc9aCe9dAF6973722EB0 - (10.88M here)
* 0x74C55e1B92c8C69DaD85Cc552F42731A45c8111a - (11.41M here)
* 0x32eA020A7bb80c5892df94C6E491E8914CcE2641 - (7.50M here)
# About the Scammer
I looked about at some clues on who the scammer might be and I came across this wallet - **0xd50Ddd086EEf8E48c597c5A9225F616A2b3250F2**. This scammer appears to be well funded and it seems this was a very targeted attack.
[Above is a look inside 0xd50Ddd086EEf8E48c597c5A9225F616A2b3250F2. There's numerous confirmed scammer wallets associated with this wallet. Further investigation is needed but I can see the off-ramping method of choice is ChangeNOW.](https://preview.redd.it/viyv7dolu9yc1.png?width=2502&format=png&auto=webp&s=e73eccd5c4170b24728fd22acb208cb64ee56e83)
**0xd50Ddd086EEf8E48c597c5A9225F616A2b3250F2** has numerous deposits into ChangeNOW. Below are a few. I'm showing about 300K deposited in total.
* 0xd9DCCD722cec4CdA2c863353288359b63192e657 - ChangeNOW
* 0xBec2815457f20c3B67E8D5ed8535C382Bd82C35B - ChangeNOW
* 0x810d3BCA5f46701B896F2818eF3b8B2F2aac0108 - ChangeNOW
* 0xda2a290cCaeEa7adB65E61484D6D5EA1f7E12722 - ChangeNOW
* 0x847A8e5Edc89069E6aBCe8B94bdC9B9A27fD776a - ChangeNOW
* 0xFB2D881B32437Dd924c400B191790A4a26f5f4FA - ChangeNOW
**0x2bb7848Cf4193a264EA134c66bEC99A157985Fb8** also appears to be connected to the scammer. I noticed some smaller deposits into the following:
* 0x5d8f46E4733ab1707C0a5a968Ca305713847bE09 - Uphold
* 0xb2663153D818ab211e106d9995FdB938C5fD2aA1 - Uphold
* 0xE9eC5bA80dAABB0F5310CE3D81929D1Dbb0A892a - Amber Group
* 0x555C62E27b460Fc91D2C3218bAb47a68770cC35b - OKX
* 0x1f44238d8c9643dCAA3578BAf2680DE695D442F5 - Ceffu
* 0x8546Fb132F0d70C3C61BDd8CF5D3f4E16e399A9C - Copper
Lastly, I also followed the money trail to this wallet - **0xA5335dB79413e9D2CD5B1E01A42F67ff3e55e49A** which is an older wallet created in 2017 with about 3M sitting in it. I did notice a Binance deposit address associated with this wallet doing large txns.
* 0xbc389803FF2E2d564c55e4034246BF285B3B2DDD - Binance
This needs further investigation before 100% confirming it belongs to the scammer. I don't want to jump ahead and confirm this is a scammer wallet but it's very suspicious.
# How did this Scam Happen - Address Poisoning
Address poisoning is a tactic where a scammer will try and mirror the victim's intended wallet. Since many wallets show the first 5 and last 5 of a wallet address, the scammer creates a wallet with the exact first and last digits of the address.
Typically the attacker spams victims with numerous transactions hoping the victim will copy and paste the wrong address.
Below is exactly how this scam worked
* Fake Address - 0xd9A1C3788D81257612E2581A6ea0aDa244853a91 - 68M wBTC Scammer MAIN
* Intended Address - 0xd9A1b0B1e1aE382DbDc898Ea68012FfcB2853a91 - VICTIM's intended destination
[Above is a look inside the most recent txns of 0x1E227979f0b5BC691a70DEAed2e0F39a6F538FD5 - 68M wBTC VICTIM MAIN. ](https://preview.redd.it/r49azcqru9yc1.png?width=1638&format=png&auto=webp&s=68bcc8f8712d6e1f37a3a765c0f14b2ebb87c860)
In between these two outgoing txns, the scammer sent .64 in ETH to 0xd9A1C3788D81257612E2581A6ea0aDa244853a91. The txn was too small for my tools to pick up but Etherscan did.
Here is the Etherscan transaction in between the two transactions above - **0x87c6e5d56fea35315ba283de8b6422ad390b6b9d8d399d9b93a9051a3e11bf73**
The scam transaction happened 4 minutes after the victim sent .05 ETH to its intended address. In this instance, the victim mistakenly copied and pasted the fake address of 0xd9A1C3788D81257612E2581A6ea0aDa244853a91 and sent 68.5M to the scammer.
I'd say this looks like a targeted attack. Scammers are watching movements from whales and will try and squeeze in these small txns to make it look like the victim has the correct wallet address. As you can see, the potential for scoring a big payday requires very little investment. In this case less than one dollar.
# How to Prevent Address Poisoning
If you're in this forum I'm expecting one day we'll all be crypto whales. It may be wishful thinking for some, but there are a few steps you can take to avoid scammers from tricking you.
1. Use EXTREME Caution - The more funds you're moving, the more careful you need to be.
2. Avoid sending txns when you're tired, after a wild night of partying with Jim Beam, or when you're not in a good state of mind to move funds. Overcheck to make sure you are sending to the correct wallet
3. Whitelist - Most wallets allow you to whitelist to avoid this exact scenario.
4. Avoid being Predictable - A strategy you can use is implementing fresh wallets for moving large funds. The victim took an hour and a half between txns giving the scammer plenty of time to squeeze in a small transaction. Implement a fresh wallet for a small test txn and then go!
5. Track dust - Use blockchain tracing tools like Etherscan to verify all of your on-chain txns. Before sending any large funds make sure there isn't any address poisoning attempts on your own wallet.
Stay safe out there and I do hope the victim gets his funds back.
**UPDATE 1**
A victim has been found. All funds are still sitting in decentralized wallets. If I were the hacker I'd take the offer of 10% and walk away with 7 MILLION! Here's the proof - [https://twitter.com/somaxbt/status/1786699612302004580](https://twitter.com/somaxbt/status/1786699612302004580)
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r/cryptocurrency
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post
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r/CryptoCurrency
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2024-05-03
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Z0FBQUFBQm0wR3JoR1JSdWpXNktPYU1CdWVsR2lJWC0zTVZzN0ZrSDB6OF9TQmRlQm1JU05pZ1ZpTnVuNEJicF9TcUM2d01MWnFUXzRGRXlfYVhTZWctZWlsXzVkT0ZTaUE9PQ==
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Z0FBQUFBQm0wR3JneW1yVllLZkNFQ3g4VXM0ME1sR0tBdlFfQm0ySGdPSGJtN2JLZlo4WWpDekJZd292enI0ZWZJbkJtRnRVRUlJMURUMXE4aFhyUTdudm1OaDZ0WDBvSkxiN0syY3k1OC1IaV9aRlhUcThEYmRjVHlfQmh2a3ZyYXlGYWdGeUxXTjVUamRGNmJrelVYa3RoUUp2RXhBeGxGYnJtOHdIMUxUN1dqdWtvdnB2S1RFTHZ5OVNaeFo1N3lJUThQVGNxYTFHOTNwTWN6dnJfU216YmgyTTRXazNEdz09
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r/health
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post
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r/Health
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2024-05-03
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Z0FBQUFBQm0wR3JoQjFMSmtlN2FxM0dJdWRjYUczbmRvTEg1VTJBMExHYUVVSXF1X3ZaV1c5NTgwNGxhLUdJc0VRQXRZX2NxN09BOGFHc0pZZ3hvbkRTaVhHMUg1RHNrOS1BdDVfNVQ5MXREQ0tsMmp6Z2R1OXM9
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Z0FBQUFBQm0wR3JnS0FFMDZWWjJMandWeG1PLThoY1N1SktCQThsOE1WcTBkS3pXc1VOaWFyU2dHNjI0d1FUUmRVMkpUZWk2QVAyYUxmbWVraS1XQWt4VnBCcXpDUVdpSzJGMUh2OGhFRFVXa2RXVGcwdmd1X1ZOSDRmYVlPZk9Ec01GNlZtT0JJTU1oVnM3Wld5MjZVREx3amhucGtHX3o5cjVXOHdEeFRNRXlEc1did3JQQlIyUjJKR1FPUzVYU1pxcW9CWlRWRVhTYU1hdlp2anFZT1NDblktV1lTMzNKUT09
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I have a family of functions that follow the following structure for the forward method.
class ParentFunc(torch.autograd.Function):
@staticmethod
def forward(ctx):
output1 = ParentFunc.my_class_method1()
output2 = ParentFunc.my_class_method2(output1)
return output2
@classmethod
def my_class_method1(cls):
return compute1()
@classmethod
def my_class_method2(cls, output1):
return compute2(output1)
@staticmethod
def backward(ctx):
pass # not important right now
With this structure, I am able to implement a general case that works for a lot of my child functions by simply inheriting the forward() and class methods, which is great. The hope was that when I needed to do edge cases, I would only have to change a few class method and use the other inherited code, rather than copy-paste the entire code block.
See the following edge case example:
class ChildFunc(ParentFunc):
@staticmethod
def forward(ctx):
output1 = ChildFunc.my_class_method1() # new definiton
output2 = ParentFunc.my_class_method2(output1)
return output2
@classmethod
def my_class_method1(cls):
return compute1_child()
When running ChildFunc, I can't get it to call the overridden forward() OR my\_class\_method1(). In VSCode, it is showing that these functions reside in ParentFunc. The function inputs and outputs are the same, which seems to be a requirement of Python overriding.
Looking for options, there is name mangling where you change forward() to \_forward() or \_\_forward(), but that doesn't work with the PyTorch framework to automatically call forward() w/ things like .apply() or \_\_call\_\_. When doing name mangling like \_forward() or \_\_forward(), VSCode acknowledges that the new definition resides in ChildFunc.
Is there anything I can do to implement this with inheritance? I am not a Python or PyTorch expert, so I am hoping I am missing something.
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r/pytorch
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post
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r/pytorch
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2024-05-03
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Z0FBQUFBQm0wR3JoRUNIM2wwR3lGMzQyT3ZPc0xBeUFrR2d6Z0JaMjRfVGxnbXpjXzV1emQwcFNwd2M2azR0YWxfUnJjR1FvR0RORWswM01QZkhzeGxlMVdMcERBT0xLaVE9PQ==
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Z0FBQUFBQm0wR3JnaWxkblZoQll3M2dtMjZ5V1Q1TDl2UzhTY1lKNGQxNVVYNExBT21OT3dsUEdjSmt3dl9MNzBleHBZY09xRXhDb3ZfSk02ZV9tMjhMSGU4VEcyMzZqbXlpSjhONWVXVTVSdHpuQTZTQ1c4UFYxZU9VaU0yOFEtMG9QSkppUENHVl82UzkyN0NTTkdPeURQRUhYLWhkbG5WMkl0ZG03TU9HYmtLVE1PeE8yRXJxQXJmOFhZZGxTeGFWZEZmYWh6RUVtMzdKX2VuNDBhbDdJOXRBekVXYVdHQT09
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I did a Masters years ago, and we had an internship requirement as part of it. The university had a bunch of big-name employers come in over the course of a week, and we could sign up to interview with them.
I'm curious how other grad programs did or did not help you get a job.
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r/datascience
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post
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r/datascience
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2024-05-03
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Z0FBQUFBQm0wR3JoLUdTalYySUJFNXF3LXJwVlZvNmgya3daRjhvWi1qaVozZDY0ODRZOHZmeHNiOTMxdHNBc2FrSmRmS21mUm9jWEJpVlJTRVl6RnFQOHl0dUhXWTUyRVpacE9oaExqOGlQeWhXRXhlQ04ydFE9
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Z0FBQUFBQm0wR3JnQVNlXzZabWhCbjhuVVFtT3p5c1NsbmtQWXpybGxDUHdDZkgyRHBFUTJmRk5aamlsMXplbDV3ZzB2SEwzeThlSjFNOWdFN08wRlJYdzNjZklKN0JSOERwRTdOWVd4dTRBSENCSmduTVVINVZvZ2JnS2JlTDR0SElWbmJDSGt2RUVlelJnRU9ORzFFMkY3VVJQU1NYZksyTUNjQ3ZLSXU2c3BfVHh0WVJBMWVkTG0wU1BMZERXOWxjcXVBT3NwMWpMUUlSclE2Tmc2RUp5MnB2dE1TVUp0QT09
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Just a note that VSCode tends to leave a lot of orphan processes on the remote machine. So you should check after closing the connection and kill any leftover processes when done. Another option is VSCode + sshfs which requires no VsCode processes running on the server, but you lose the debugger functionality.
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r/pytorch
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comment
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r/pytorch
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2024-05-03
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Z0FBQUFBQm0wR3Joc1JzTDBSZ0huMUY4VERWN3QyWkQtYkhGWEUyS0xpeUYtSzQxa1cyZHFHUDVLcFJJQWVWd1laRVhqQUtMNmxBZFV3MjJINzNOWVBoc2FpZzNJRFB6SVE9PQ==
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Z0FBQUFBQm0wR3JnYW9hTEJHTVFTTHBTd2puZG1TQVVySUFPMGx2Ujk5MVVpa2JHQzJlcTI3RTQ2Ukx1LThKdURNLWZCb1I5ejZUUktud0dacGRhb3NlblBXUWRpUTJpNXNkQ0JVdXA5ZnVJaENrVFJOX1NPNGpLZGNHNFB1WmpoV0dPUURhUndfNTZjdHpPbjZCaGsxVHhxYUR3a2dOdnlCRFYzQmVhdHB3Z2VsWjdHZHhqUHQyYkJhZnJ0Z2Q3WkdUcVI0OEdyeHlLc3BZMlNUZTh4TGJSRHVvaFEwRGl1Zz09
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I just found the same thing on my Consumer Report. So I googled it and what I've found so far is that he's a long term "Financial Advisor" for Merrill Lynch. So it's safe to assume that he is a gopher that gets paid to gather personal information for the financial agencies controlled by Merrill Lynch... Which is more than a handful, and probably all owned by Black Rock, like all the other big financial institutions in the US.
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r/information_security
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comment
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r/Information_Security
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2024-05-03
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Z0FBQUFBQm0wR3JoQ3llTTFYcTZIR3ZWVE12OEdwUUxJeTl6LXl4eEpobTJRY1VDQjhHd0haQjBpR0VLWUdzRDJWZm9VWGV0MXYtYU5CWEN6MEVBekY2R3d3RGxtR09raHc9PQ==
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Z0FBQUFBQm0wR3JnckhqblN6ajhUQ01mT3FUZzItcUdLT2hzNDBZMHhMbEg2MmJTdmpTeDNQWmZLMWtUZld6R1IxM0RRNFJkdmZ1b2QxWW5kMTd2Q0U1ODdGZzRqTGE3ZmJtNGN0YzhCQkdJOTltSjk0dmFpcGRsWGJsQ2Y1a0ZaMmpqLXI4SVRtYlp0Nk5ISjdYbnh5OEYwRGp4MG12eG1XQS1PbWQ3b2p6YlBnVFJJeE9meEM4WnhzN2l5eGc4VFpZWDdDdHJTSUVm
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What are the biggest issues and disadvantages cryptos like Ethereum have at the moment - comments please
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r/ethereum
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post
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r/ethereum
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2024-05-03
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Z0FBQUFBQm0wR3Joa2hKU1BkRkZPcC1Qd3piM0pGeWJQV2tVVnpWNHBhT3poNGNNM2RuTUhqalRZN0RpMTlLdnY0VmwtbjdTdDhteDBBLVBVSUlab05VM0VZUFlzZm15WEE9PQ==
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Z0FBQUFBQm0wR3Jncm8tWjFicUtNS1ZKSGFSRGpQTnJUdGlzZlJsaXppOWVoOUcyYV9SZ3J3eEhmUXBQQXd3cGphXzZTQXZheW9wdjl5LWNFUGd3eFNONWpJeEJNblQtZkxjUHh4bzBXOXM5MTZQOVNlcHdWTUUweFpqT0phZmwzR0hqTzYwOUVWUlI1RGxDRTJheFJOS0ZqUGwwUlZoQjlvNFhYSUl1bEozYXE4bGRtSXQxMlNobGRjVjR5YWk0Z0c1dno3VmdwSzY4VElNQ2RNMl9JclNNaVdVMXMzOFBDZz09
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What’s the discord to follow TAO hype
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r/bittensor_
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comment
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r/bittensor_
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2024-05-03
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Z0FBQUFBQm0wR3JoYVNBTnBNRjlQa2tiQUNJcXE0dWRwV3hac0FfbHFzRmkxdWJVSlUtTkNDdVFUU3BiendTWGtidU9DYTBhLXpQa0tVSTZ6MDJMVllqa3FrYnFtWktpRVE9PQ==
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Z0FBQUFBQm0wR3JnWFNTUnh3RUNuT2JrYmxGNW44ZGZXNkVILUxJNDNrUnFSSDVrbnRsMFlTZ2tEaEZETXNFelFRdVhhX3BRZ1ZXLUQyMTJqaWx3alhIWW5vOUwyS3ZhWlRqSUtEdVVXQnFBdWJObzJlZDVQOExXMGh1UWtCZmtwRE02MkMzTGV6ZVpnTlZrLUFTTFVSUGdiay1GLUVmb1REYkJ3bTgwc3pJandhM1VYYlJCRUxmNHJCejZUMzFKbmkzVjlFRnM4eUxZ
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Looking to be able to search for the price of any given food you’d find in the grocery store. Aware of any datasets that have this information?
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r/datascience
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post
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r/datascience
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2024-05-03
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Z0FBQUFBQm0wR3JoQUU3Qmp3T2NHVDJqSXRmT1ZTYVBld1EyMTFBd1VtSWpHNHM0eU9ta1ZycmtGb0dHWTZTVXl6ZzhxaWhWRVY3N3BHWERjTV9DVldseTl6Q1lPbVZEb0E9PQ==
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Z0FBQUFBQm0wR3JnLXFiU0xvdTdQT0cyUlBpOTY2NG1vcXU0d21WcjJPZkRPZFRCMEdaVUxjTl9Wd3doZm53dFNoSmVpNGNxNWFVRk52VGd3WHZwbGV1cHJsaXZBdlhTb0FENDRYeE95ZzhnVklpNGdYcmk3Q2tqc2RIbEF0ckh1bjJSVnRJVzlPYjJUR0ozb0RKWHhVZkpzcFdxMm5OLWFzOWVYT001X3IyX1BOVTV5a2MxQWZMXzhhb2U0OHl3U1VOUkZTLWZEOE9fbldiUVE0RHg5dE5lY0NTblFMZXRZUT09
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Hi, i want to start investing in crypto but I don't know where to start. I'm a total beginner so I'm open to any advice. I'd like to know if I should buy a course and if yes then which ones are the best, same thing with youtubers or any kind of forum, also which app should I use. As I said I barely know anything(only what my friend who invests told me), so I'm looking for something like a full beginner tutorial. I'd be extremely grateful for any kind of advice.
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r/cryptomarkets
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post
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r/CryptoMarkets
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2024-05-03
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Z0FBQUFBQm0wR3JobGU5T1owcG44ZHZ6aGU2M3pLS1RGcml4ZnN0RlNHemdRbTVxUm80dGE1TFZlaWJaWTVwejVDNnNCMS0wa1lKTzRieWZDNV9XcUVtVjU4UFJ5eDNDRUE9PQ==
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Z0FBQUFBQm0wR3JndUE4SDRNWXZDc21IejlUYWp1VlNrUnNHQlJHM3dMS3ZLa3lGMlVTdzgyRWFLT0wwUUVTME5NendXU1VwX1IxbnVGcFRaNXlxNkJZdVlBUFN0a3M3ZXVYRGtwZ3RFeGJTWmhuSmNfSXpzR2NQay1DTU9pSUhOMGVrdWZnQ2MtZXNKZXUwN0xPVVU2Q3pQR1A0NlB2dXBKdlZfWkV0TjBYRjY5V3NEZDRLc0lEeUo0NmVxOUk4Z2NLdXlEdEVQZmoz
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r/gpt3
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post
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r/GPT3
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2024-05-03
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Z0FBQUFBQm0wR3JoNmgtU1plajhTWnVMWDJuSmpoUFFUelR3d2NXaUdWWWYyaUtMY19NX3JQTG5PLTZ6TVFzMWN1bGNRR2RWekVGMExKM0ZMLTF3cGgxcW1ZZTJLRkVMY3luamJMcHhQUmM2VjhrZDEzVGRCTEU9
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Z0FBQUFBQm0wR3JnbnoxUElWcEJZaExjVV9OeG1FdG9ZV1BpbE5JakdtVW1IUExGR0l4RGxjbnFpS2hKdmU2TEoxR2F2NXNOaUhtWFAtV0lkMmw0Q21LY3F4SUxqUXpvMnRENW5MU1Q1RTdQQWsxNVRsUVJMcmhyUVpQWG5vS1dCbTU1OGJhRGw3YVRNeWZMZmk4WHVfV1hJRG0yZzZtSDQ1VjhMY2ZRZExlYWlFSmRrN3I1Q0JuZG1xUjJjM0FpMklROFcwWElybUMx
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r/technology
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post
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r/technology
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2024-05-03
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Z0FBQUFBQm0wR3JoczdPZkMzZTRyXzhfWHZvTVFId3ZXUmhLd2ZJQ3ZNNFFtWGNZSGVJN3BPU1VZTkljQmg4T2pmRXp6Mml2bXVpY2VfOFZRN3RTWVJ0MWc5ampDcmhSQWhkSzJ0V3JvRE0wczI5blVUWkNPQW89
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Z0FBQUFBQm0wR3JnMGY1MVl4N1JlR3lTR1NwYWpISTFkZjc3ejdTTlR3QjJ6YlFha0FZbU5GWEZvN3hIRG9yZ2VVQjNLVHByZ1pRYnZQbm92cVlTd0wtbDJKeDV3aHNieTdsRDhMeDg0RWNTRS1Cd0lPSDdrTTdDSHAyQU1NQVhuZzNRSk1jaHoyN0hoMXlqUXl1THAtYk5McFdyZ3JRV3VjY1dnM0F5a3k0R2RSa3Q2N2xDWW12RFo5Sm4wb0RBV2hLWnp1RDZtOXlUYmpvT2t0RmRvU3VPYXFfdkVBYzc3Zz09
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I would like to know how the economics work out for the utility. These batteries are only about 50% efficient, but they are also very cheap when compared to lithium ion. So apparently the utility believes that the trade off is worth using them.
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r/energystorage
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comment
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r/EnergyStorage
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2024-05-03
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Z0FBQUFBQm0wR3JoYktld3ZCcmVfYW1FRnNQV2FQSThSTlZhSVlMTGVINjVkZGI3SDJhY0JfVzJ5NzI3MU1QdTN6bUpfRXNvUkR1WVNpU29YVlJlYUJPb3dJSHBvZExSS0Y3S3JiNHhwdlc4Y3M1UENnWmxhRVE9
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Z0FBQUFBQm0wR3JnNnBuMm00czJDSEwtMVZCMTd5bzYxaTdfZ0pNQWR4VDYxQVhrOWVQT0wzbjBvdzJWdGZKa1BFUWYwR24tUVMtR2oxalc1Vm5pRm5nV3lrS0tibU9FM19RLVYyTDhQM2FibzVWTlBwRWlkaVIzVktYSW9ZYXZxcWFsekcxeTJSY29ienRFdUgzNEpDQ2s4ZnpaUy16cFRlRElmZWViYmZ5QkYwTF9zZ2lzQ213bVVYN3UxZ3E1OXNMWXI2Y1N4Z1BEZXhfWXNYdXZtOXZpNmdZaUJVYzZhdz09
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r/worldnews
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post
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r/worldnews
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2024-05-03
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Z0FBQUFBQm0wR3JoTEVuRVMyUS16ZG5adHNUc3dxTmJFSVk0ZVdFNU5BNExBYW5XWmhOZmw5ZGtzaC04Mm1fZ1VaMFFYZS0zS1NkLVNxeG9CT01qMmUyOGNVNnM4RW55cEE9PQ==
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Z0FBQUFBQm0wR3JnTU42N0ZQSGNQXy1VaXkzT0czRVlSclRRdlk1Wkl6MGxmZFdyZzhHR0kzOThVRE50d3l4LUVJbFJOMGI2T2pkQ3Y4TWR0MWpOT3ZxSDIyVkRLNS1hSXBYc20yTG93YjZoN2lsc1ZFWmhpemdsZWdDMjB5MDB0bW5iR19CaUxzRGxlRmFTNXd2QXlTaWJIQUdiUlV3bjJQY1JseXhGUVJ4TzRkbkVqSVFjclJOMmxocDA1VU9uaEZSYmZNM3FRbDJPc1gtSmVoOTllOHJ1STFFdGJYWFdPUT09
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r/datascience
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post
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r/datascience
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2024-05-03
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Z0FBQUFBQm0wR3JoSXVHRmZ5bTJsWno2M0RpTV92YlhRb2pXdnpPMGNHX2hORkJ6LTRDMHBWQmR4QUFGcUpyX3kxTW1Pa3VXVzhYeTY4Q2p3WGdVNy10clQ2NnBfUUxJbVE9PQ==
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Z0FBQUFBQm0wR3JnNWN2MW85azZoNzFTcVdhZUFEcDh5TU9tVE1Na25wSkVIdVFablhxR05lSHpGVHkyUWRIRG1LTVV3Qk9xVjlmME5JQjk0SlpndXZTaWhpMUtwYzlTVmJPQ2NlaG9MWndQT015anBLXzg0Q3BUTEhKLVFyV1dvS083Vmhod01kWnl4cEJLVmRlMFVoY1hZWnJlTDNuZ08tc3c0eS1Pc29FbUpCQUo3bE05eXpweDVteS1JWjVQdmhscjNxRWlkRUtBeEEtQkNXLTVISWFXbDF2d3J2QXN0UT09
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I would very much appreciate reviews and shares of this AI Dream Interpretation tool I built. Let me know how it works for you please.
[https://eazy-d.com](https://eazy-d.com/)
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r/gpt4
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post
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r/GPT4
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2024-05-03
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Z0FBQUFBQm0wR3JoejduUktXMWs5cXloTlloZlAwNnJvUWEzcGoxMWhwMzdfS0JpbDdsSG5wLV81WWJETGVDeGdDUmN3THYzZnFQSHN0LTUxM1BMQ2ZlOGIxbnVNb2N2Z0E9PQ==
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Z0FBQUFBQm0wR3JnUmktYXcxVmtSbzdyUXp5b2hhd2JKVUF2ZWZVdkxkMEVoV2lueHlCYUk5bWNtbEpyeGk3TkpZOWx5QkE2bjRaNlNFbmFRdC1sRktlYVRvMzBURmE1Nm0xVUVpUFVHb052LTlCenVTeW01b0lVUDBBMHdXUnJnNWlLZFlOa19ZX1ZkZ3RXUnd5eXZtRlNEejg0bFJuTmdDZXBuZGxXOUN0QzNyYzM1clRHbUlnPQ==
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r/worldnews
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post
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r/worldnews
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2024-05-03
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Z0FBQUFBQm0wR3JoM0YzMlBoa2JvU29MWWZxT3RZSlB5ZzNfa2tBZ0oxRERnOWFqLTVhdjlaWHZUZUVVN0NVZGZKWjBQU2hzeVZkcmZrLWZEZmNhMER3bjNQUGRabTdYcHc9PQ==
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Z0FBQUFBQm0wR3JnYmRrcm5xb3ZUcU9JdzlheUh4LVdYclJYRHQxdE9jM2hkNWJQQUlGQk42cWdvX3lxM3FKdDJ4bnhHSXJSbS16XzFURVlHNUhBT3VGcXA2RW1seWo1M1VkNmZpZkhpNjFrNlFWWEZJTXBSVTZzYVJtZ3Fad1FwNTIyS3dsa1lmSDNPMlB3N2VyWGFUQldzbl9VQjN2aFRqWmFxaEppUktNUTB1WVhBNzlSV0hxOTFiZ2NLNVl1aFd1UEc2cVoyZ0xtU0FQcWpQbWFmVjlWekJfU0thdmQ4Zz09
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Bitcoin is back up again—and those betting on the price of the asset going down are hurting.
In the past 24 hours, nearly $100 million in short positions for all cryptocurrencies have been liquidated, CoinGlass data shows, with the current tally sitting just over $99 million.
Most of that figure was betting on the biggest cryptocurrency by market cap, with liquidations of short BTC positions now at nearly $36 million in 24 hours. In the past four hours alone, nearly $22 million in BTC shorts have evaporated.
Long positions have also seen losses over the past day, though traders behind shorts are feeling more pain. According to CoinGlass data, about $44 million worth of long positions have been liquidated across all cryptocurrencies in the past 24 hours.
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r/cryptocurrency
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post
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r/CryptoCurrency
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2024-05-03
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Z0FBQUFBQm0wR3JoZjZ5Mm4zYVpqQlV1ellSZnJHZzVMVkFZTjRkVHhCSDRrc1VMVkt2dHBTV3g3UVZqak8xWU8za1daQ1ZCQ1l5Q1hxcW9WUHdldDAtWmFIVUQ4dHV4Nnc9PQ==
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Z0FBQUFBQm0wR3JnNldfdDhRdFRXcXhfUHI5dmZ1ZURLajNULWtfcDVZUHBXLVpMQV8zdzUtZUM4RDRzZ0p6a2MySWlxNWJZc19sc3o2bFh2a3RMRXNtVUFvQmpyNUhwZ01vWkNEUElqblNnY0pmNURBRUhIYXlLS1c4Vm1yYTAwNWpwNG1XRzB4bDctX3FTTTJpWjBEVzlzaUl5NUJybXBpdEdHUUN6d1gtMHpRRURIWVJsOHNXXzNEMUpvT1ZzakNQWWhCSHBBS09laTc2SDRDbnEwd2FEZHlaaDE0TjZBZz09
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I'd like to build docker image to run my code on remote machine. If I want to modify codes, I do it locally, and then rebuild.
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r/pytorch
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comment
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r/pytorch
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2024-05-03
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Z0FBQUFBQm0wR3Job2hJdGM3cjZjOUtUMFJqVVlwTUNOekQtbHpaOHlRWHhWTDVjSmNRUklGcmd2NG5MTlZpdEltM3lTM1JGOEVvOGZidkt6NVg5MDFQRmFiS2ZwT3F5ZWc9PQ==
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Z0FBQUFBQm0wR3JnaThQOERHSWV6OTQ4VzV1eGhIOE9yN0FxQXpVcEZqRkFhNmF2YXJOM2RBVFMyVW55MWl5N1B6UUdkRlU1enNtVmFiaG9nR2YwM1pIWjVZcDRYaGpUem1TWHdMWUduOWN5ZVJnM1VzcGF4aXZwSktZeWdvRTJ5UlF2dWJYNm9wNjJkN3JZVFJyMEJzTUJUeVYzQXFvYk5iU2ZEb19MN3Bpc3Fpd0NPYVJfLVR4eXhSOW1uRG92emFWaU5nT0stN29GTmdqX291NmUzSVRmZUpWa1VmTHMwdz09
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r/ethereum
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post
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r/ethereum
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2024-05-04
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Z0FBQUFBQm0wR3JoeVBaS1V2Z19DQnJXOC1HU3FMUnpMZHZENkpmb0xiMjhrRlZXMlVPMXBhakZoTVY4ZWxBR1d6bldBc2VxTmJpUkZvbTVmZTItZzhvZ3RlTVg4TW4yZWc9PQ==
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Z0FBQUFBQm0wR3JnNGtPcnkzZEw4U0F2OFk0Y0lLOWVuZFlHSWNkUDV5VTlXWmJLWWhBRlR0VTdyaFJHNXBpbDdNc1A4ZXZiNGlFaHd6ZVFPYkZNRWFDY1hjYzZHbFVQNHU1UUwwQjJ3NGFFM0FzUUdCT2Z4SnlkTWlSSzF4REdCUjgwV2hlbnItZTk1SzAxd3o4SEx3dUJUeEFSY0Q1SWRnWVVtc1VBWHdrQ081VjRuUU5UM1FaRTJTX2pBX0FjN0hUYmJZcVVJQi1f
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r/health
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post
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r/Health
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2024-05-04
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Z0FBQUFBQm0wR3JoVjAzaXA1aElkRG5vejRVYTlKUEUtVVE4OHN5aWRqUEpCSGk5V1ZSeWw2SC04MVlkVy12cE8tdE1rUzFFVk0xM0NwZnZpdVhwNEpCbnlnLXBNTXVVbGc9PQ==
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Z0FBQUFBQm0wR3JnajVwcVgtTklPam13UW5YYU1RQ3VjUDRSU1BsaVFaTDBtVDc2R0l0VFdEcTRQaEFNQjJFSmxNanIyM3gwS1NjMktHQkY4ZGNoZmlkMzg4X2UzR0FVUUloMTJINUhDbU5mYTQzSjFvTDFPSUhXRWNiNWlndU5mYXEtTHAwc1JZdFFzMlNyV3FsTklWVXY1a3lQMWZTQXY0R3otVEVZTGhHdnFQZUtjd3VadHFfbWpzWWJxUENCbFlFcGxYZ0gxS1dCdnhvekZMZ2hiVmxCcDcwR3YwMzFldz09
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Long time looser but having incredible month. Had 200 QQQ ITM calls and 50 ITM apple calls that I closed out today. Gonna take break and enjoy the rewards unless opportunity arises. Good luck degenerates
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r/wallstreetbets
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post
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r/wallstreetbets
|
2024-05-04
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Z0FBQUFBQm0wR3JoVEFvNDlvQ29kaXhRazh5dGh5blFYLWsyX2RXMzZQSTRMY2pFY0R4Zk1jSXlvTGp0aW1UdlVNR3BKRlFleHJCNmNiUmRYSFh6OUo0WGk1bnZQLXhENjNHeTZ3VmRSaGRJQ3FNY3RFNFhzX2s9
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Z0FBQUFBQm0wR3JnSU5TNmRQcXdibU1YbEtfMl9VbmpSVXFySmFWcXlPUm85cUN2Y1g2bWN2dVNWS21TRUFxRDQ0MER3RTRDb08xTmFnSTAzdWNHWHY0MmR1YlV5MlBKWGk4QnpyaXVjY3lMUDg2UlJEQmw3dU51dldIeVRLZ0o1alhWenhhN0RlZDJnd0hKSGVJWTJ4TUQ3YzZtdC0wUDZoYXo4NVFZSXFOX05NRE1ZX0JQWlg0PQ==
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r/pytorch
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post
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r/pytorch
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2024-05-04
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Z0FBQUFBQm0wR3JoQnJ4X2NTR2tleUF6TjhKdXcxanZ1My1VelJuZ2JNc1h3S0ItZUhUNXd4Q1p2Umx4eFVVN19maXVqQUxuMEpxWXNPb2ljMVdKOHBBbm44d3JEMUZicVE9PQ==
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Z0FBQUFBQm0wR3JnemdPLXhXQlY3dC04UlZ2LWplVnZRMlN5dlhkTWpfOEhaVkVacWJEallSV21ZdXYyUWVaUGk4Z0dpdHBYSnk4a05oODhQX3ZVaHhPczB3OGlWQkRTNzhtc3RaNF8zNjZLSHBlaVNid0h5ZWtzNnlUUk1OeGJMVUJPRWJ4UXJZVE1veVUxMm5reVF1TjVRLWFBQlBiQmpTa3VkTVAyQnJJLXlYQjVqRjUzaXdVZFJZaUwxWHE3Zkx0aUphNTNSdXYtZ3BMUm5nTlI4UmdlRWZBRHVXLVVTZz09
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He is against freedom of the press(banned all reporters from Twitter), ruined the hobby of astrophotography with his starlink satellites, and promoted an antisemitic conspiracy theory that he back pedaled on once backlash started hitting him. He is a rich man who, at the end of the day, cares only for his profit margins.
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r/neuralink
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comment
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r/Neuralink
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2024-05-04
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Z0FBQUFBQm0wR3JoV0VMMk1xZ1B0NWNHWU1HWmdsT1NpVDVHeWx2eEhLUnNkMDVRQ3U4WUJKVjE4VVdfaGFEMEZmQWpvUElaRWl5MnlOZnJBa0xCSTExQkgtRjZ6dlhFMmc9PQ==
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Z0FBQUFBQm0wR3JnNHk3Sm5ieF9QcTUydU9tTk1qZ0Z5YmhoSUlRdVcyMl9Ra01hLWpWT0x2VjI4WWdKalAySHBLY1lySWxOUF8yUldPZUF4elJJREI3N1R5cHZoRWZuYVFWaXEtcGxKdGFhNVRZWWQwbEF1Z2E0alE3TXdPbWdXcW4yN0hjQnBtNHlJMFVqeEI0QzRNSGRpVkp4amNpLU5tbTRFUkNtZC1hTHlLV1dDX3FrOUtwZ1hrTWNsdnVzQUxYV1hsVi1Nci03emZBaGdqLURCVDRodkhFUmd0TWZQdz09
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r/tech
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post
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r/tech
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2024-05-04
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Z0FBQUFBQm0wR3JoblJzSjI4SEJuNkVWMU9ncDZOZmh5MmR1OThiQVNSX0pyaHU5MUJOZkhsVkN2X3o0V3Z0dzJvWmNBNWVRZHJoX3Z2WW1TTm1mX3BzUnBmdXh6Sk9OV3c9PQ==
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Z0FBQUFBQm0wR3JnMnVhQUNyZ0phbm9qMlB2cHcwMllJSTMyR1VPWXdRd3gtSk9IYkxDY1Y2WFdraHdPVEdSVUVYNXdXVjdtSW95aWRoaVU4OGFkS2Fwb2tGdWVRR3ZMb3B4cDZaanp4VndjYnBjd1RWZGNhNFVXOFQxRE1NbFcyZFpVOUFVeHdCS05sRTJDbXBVNDVxSmRNT1pGbXRMbFNMWVBFVVJCOU5pQXY0ekw2VEpITkd1SVlKbFZfVHI0MXNCRFZ1RmxBQXpS
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Hey there, I don't know you.
I'm sharing something personal because I think it's important. In the past month, I've experienced significant financial losses—around $30,000. I'm not sure where you stand, but perhaps you've also faced losses, whether big or small. It's tough.
Let me tell you, I've been through the wringer. I lost 90% of my investment in a single day due to a rug pull. The aftermath was relentless. Days spent trying to claw my way back, eyes glued to screens, chasing every lead on Telegram, Twitter—anywhere. It's exhausting, soul-crushing even.
But here's what I've come to realize: the game is rigged. Those making gains often have an unfair advantage. There are insiders, snipers, who swoop in and scoop up opportunities before the rest of us even blink.
Yet, despite the devastation, it's not the end. I wiped out my entire savings, transitioning from a comfortable life to living paycheck to paycheck. Rebuilding won't be easy; it might mean taking on multiple jobs. But it's not over. There's a lesson in this pain, albeit a costly one. I just hope it prevents others from making the same mistakes or facing even harsher consequences down the line.
I don't know your situation, but I want you to know you're not alone. Money comes and goes, but people—those who care about you—they're what truly matter. It's infuriating that there are individuals out there preying on others' vulnerability, exploiting trust for personal gain. It's a bitter pill to swallow.
But please, take a moment. Put the phone down, shut down the computer. Step outside. Remember, life is more than just crypto and money. Focus on moving forward, on the things that truly matter. I promise, you'll be okay. If this helps even one person, this post was worth it.
Update: Wow, first of all. Some of you need to realize that if you have nothing nice to say, keep it to yourself.
So, here's how it all went down: my initiation into the world of meme coins. I threw some cash—maybe $200 or even less—into one of these internet sensations, fully prepared to see it disappear. But then, against all odds, it took off. I couldn't resist pouring in more money as the value soared. Before I knew it, I was investing sums I never imagined, caught up in the frenzy. Then came the inevitable crash. Naively, I doubled down, hoping to catch the rebound and salvage my initial investment. But it kept plummeting. With over 2,000 members in the Telegram group, it was a slow-motion disaster. Liquidity locked, yet I didn't grasp the intricacies. Dollar-cost averaging bots were selling, compounding the chaos. By the time I understood the extent of it, I, like thousands of others, had lost a significant amount. Even the callers were in shock and said they trusted the Dev. One of them said they lost close to 100k. (idk if it's true, but EVERYONE I spoke to lost money in this)
It was a meticulously crafted meme coin, backed by a network of connections. There were numerous articles on reputable websites, including CoinMarketCap. It transcended the typical low-quality website and Telegram presence, capturing the attention of a vast audience. Search "meme coins," "dogwifhat," "pepe," or "bonk," and this coin would inevitably appear. Whoever masterminded this was both brilliant and deceitful. Its value skyrocketed to $30 million, only to come crashing down to around $500,000. A bitter pill to swallow.
Let me be clear: I'm not seeking advice or sympathy. I'm simply highlighting the stark reality of this situation—it's pure gambling. If you've fallen prey to it, there's hope, but don't let it consume you.
TL;DR: Meme coin gambling wiped out most of my savings. Learn from my mistake, please seek help and don’t do anything drastic. (Again not asking for advice or sympathy) Trying to help others not make the same mistakes.
https://preview.redd.it/bfw4gi5lmfyc1.png?width=716&format=png&auto=webp&s=08df19d1574d37d464f196aae6c88cff93b92978
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r/solana
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post
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r/solana
|
2024-05-04
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Z0FBQUFBQm0wR3JocF9leEIxM2YxUmMzMkIyYnVoeTNSUEI0ZGFWMFI5dzNfYW91Wm45N1djdUtoUXVhZTMxQ3lqOFE2VDc5Nmxxcmh5TFJxdk1xTVJTNWFyX01ha1FSR0E9PQ==
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Z0FBQUFBQm0wR3JneHlCNTFXSTB3ZmU4YXhYZVVQOWhFTUxJYkphWS1NX0xxa0IxUVhPN1RRa0dNcXh6UndfLWtxQ0lpc2xiSDhFTzBfZEg5Ym84bkxzVTlxWHkxRmNXNElZekFSQnZTV3Z4VnQ2S0JRQlUwZDRWVWp6ZXFGR3V0cmp6dnY2S2RYdUxvaU5iWnlWby00YXFsNXEybDNSMGVxMzJEUUpTaUxoczliNGROeHRQOUs1bWNYRDNBRnV1TjZIc083MEtwMm9G
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r/politics
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post
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r/politics
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2024-05-04
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