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Drop your questions [here](https://www.reddit.com/r/FidelityCanada/comments/1c5p6qg/hey_reddit_im_robin_taub_cpa_ca_a_personal/). It's starting soon!
r/iama
post
r/IAmA
2024-04-30
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r/economics
post
r/Economics
2024-04-30
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So, I'm hoping someone could help me find some reading on a situation I'm dealing with. Even if that's just by providing a name for what the system is called it would be very helpful. My colleagues and I have identified a general concept at work but we're having a hard time figuring out what it's called so that we can research the implications. tl;dr - what is this called? 1. Daily updated model with a static variable in it creates predictions of rent 2. Predictions of rent are disseminated to managers in field to target as goal 3. When units are rented the rate is fed back into the system and used as an outcome variable 4. During this time a static predictor variable is in the model and it because it continuously contributes to the predictions, it becomes a proxy for the outcome variable ​ I'm working on a model of rents for my employer. I've been calling the model incestuous as what happens is the model creates predictions for rents, those predictions are sent to the field where managers attempt to get said rents for a given unit. When a unit is filled the rent they captured goes back into the database where it becomes the outcome variable for the model that predicted the target rent in the first place. I'm not sure how closely the managers adhere to the predictions but my understanding is it's definitely something they take seriously. If that situation is not sticky enough, in the model I'm updating the single family residence variables are from 2022 and have been in the model since then. The reason being, extracting it like trying to take out a bad tooth in the 1860s. When we try to replace it with more recent data it hammers goodness of fit metrics. Enough so that my boss questions why we would update it if we're only getting accuracy that's about as good as before. So I decided just to try every combination of every year of zillow data 2020 forward. Basically just throw everything at the wall and surely out of 44 combinations something will be better. That stupid 2022 variable and its cousin 21-22 growth were at the top as measured by R-Squared and AIC. So a few days ago my colleagues and I had an idea. This variable has informed every price prediction for the past two years. Since it was introduced it has been creating our rent variable. And that's what we're predicting. The reason why it's so good at predicting is that *it is a proxy for the outcome variable*. So I split the data up by moveins in 22, 23, 24 (rent doesn't move much for in place tenants in our communities) and checked the correlation between the home values 22 variable and rent in each of those subsets. If it's a proxy for quality of neighborhoods, wealth, etc then it should be strongest in 22 and then decrease from there. Of course... it did the exact opposite. So at this point I'm convinced this variable is, mildly put, quite wonky. I think we have to rip the bandaid off even if the model is technically worse off and instead have this thing draw from a SQL table that's updated as new data is released. Based on how much that correlation was increasing from 22 to 24, eventually this variable will become so powerful it's going to join Skynet and target us with our own weapons. But the only way to ensure buy in from my boss is to make myself a mini-expert on what's going on so I can make the strongest case possible. And unfortunately I don't even know what to call this system we believe we've identified. So I can't do my homework here. We've alternately been calling it self-referential, recursive, feedback loop, etc. but none of those are yielding information. If any of the wise minds here have any information or thoughts on this issue it would be greatly appreciated!
r/datascience
post
r/datascience
2024-04-30
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Z0FBQUFBQm0wR3JnNjEtNkNsR19ieHhZZFhpckZTVk1rTlhoS0NPbXJRRUp3VUI0dTZEUkdnMWpJTkliM0NDTDVaei1TLXlFY1RlQ1IzTE1jR2ZMdEgtU0xSSnc2dnZyTVN4ZDI3aE91TDB4a2tLTFE4WnJfSU40eEM3VEY3Uk81MFB0QnB5UlZ3TF9OTXdlenFaelhaOU5jVXpLYm42d09uaU1mdjRaR0I2dzk2bnV5NnlmY3BCd0FZSGs0ZURtdTlISWU4YVRiaHlnZnhvb0VUa0JOV0VDUEZJQllLaWFpZz09
r/polkadot
post
r/Polkadot
2024-04-30
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r/gpt4
post
r/GPT4
2024-04-30
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terminated ![gif](giphy|IZY2SE2JmPgFG|downsized)
r/bittensor_
comment
r/bittensor_
2024-04-30
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Z0FBQUFBQm0wR3JndGNmWGVPY0lTd2RhZW1ScVdqeU1veklrUG1NWDNCT3FLbnVzTDNWR3plVzkzakl6N1RSNVBzM3VPSDBDc0twZEhNR3NTdVZtWGtLNWh1RnFVVFRRazY4UG95YU11SmxubV9OY0w5R0hLWTg2U3Nzd2pSYWJLR3NSLWFWdmR3dnVteG16cmxBeEJDc3l5ME42c0VCUDlxUjB1ZDdyWXJBc21KVjExS3BMOHdBPQ==
Just cloud it. Normally run 4090
r/bittensor_
comment
r/bittensor_
2024-04-30
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r/innovation
post
r/Innovation
2024-04-30
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LOL, feel kinda like that
r/bittensor_
comment
r/bittensor_
2024-04-30
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Z0FBQUFBQm0wR3JnZXA5VWpENng3OVZfZkY1RjJXcklGbWV6SVgxRU51UnpxZ3BMaUxFYmlDbGlFOWtGTnFfTzlSRGVud0pWRWlTSVBXaHFYYjZReVEzUkhtR010bU13S0pIMTF1ZGFBZjlvbXFrSEVTY3R3dVVraWZvU1VWZjVaWmpLSE9HU2x1Z3NscE1nTkRGOF9Nb1J6WE1scGY3aDRMWnI1SmtEM1NVSjhpY3NId1o0VWhFPQ==
r/bitcoincash
post
r/Bitcoincash
2024-04-30
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Z0FBQUFBQm0wR3JndlNuREtRbGIxZG5sRW5WNHBCY20zV05MVDQxRmNxeTUzU0NCc2p1X25sZFdoYTlHY0ZyNE41bFg2cVAycVoxYUxPVlI1VGp3WVk5Z3BTNEItZ2ZJcjNIejV3WVdDbEhSRlBBUGlCMnRXRFBNZXlXSVFzQzkzaklTeTlkbWhLV1NocU5seUMxbTJvaVJ4bTZnbjJ5MC1EQzNxSXRDR21sYTFMRVlrZ21SWVozTlIwQ1JBVUtVQ1AzSGRQMC1uamJtS2ZvUmItMlFpVUNka2hZenBhMzJIZz09
r/monero
post
r/Monero
2024-04-30
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Z0FBQUFBQm0wR3JnamNBZ0ExNDJheURjYy1KcXN2RlpKODRIdEMwX1FleVc4LXZvSHEyU1M5dkszdGY5U3M1SlU1c0R0T2F6NTNSNm1JSXNnY1ZNWWVDOVFpTE1FclVTRXBqWk5XdExzVjNLZ29tQnJsNGFYQjRYLW5jN1ktR3BzMUZsWmktWjdnSXgzSWFDdjhSZnZUMTBKVF84ZjNkbnU5MUVnanJKbmpoUENZd21ib3BxazVqWjYzdWFJWFNUXzdUOGU1MnhocHg4
Cloud. Single GPUs
r/bittensor_
comment
r/bittensor_
2024-04-30
Z0FBQUFBQm0wR3JoaVVVb3RXMHNSR2o0bUtwUTFVaHF2MHotdk40dXRQLWhUaUs3WEc5M2Jpb2dDVGtPbU96YXRhazdLRFpZaDdRYno3WjBqaFJ2R3dDamo1QUN1dWw5elE9PQ==
Z0FBQUFBQm0wR3JnR3BqcmpzaDM2clRUMzJReWtPUzd5S3M3ZHR0S1dQWTBnTDJ0blFiWl9URVdHZDlIM2NOMWI4a3lUd0o2dFlnODg1enlSMUgycDRuM1ZLZ21JWnlpU3dMWE02bm51OS1vVXF6dHZVQ3IxcDl1M3ZlQlh4dWlyeHl3UWxmVVppeUh4NFJGNjMtdXhab2twS0pLNUVHelkxNU43aG51Ri1hcjhuOFpCMlMycGJVPQ==
(Sorry, had to reach out ist this because it was a repost due to the fact that the post here was a cross post on GPT3 that got deleted for being in the wrong place. Still trying to figure out Reddit.) Working on this on ChatGPT. Star Trek multiverse role playing game and is about the revelation that we are living in a simulation but there is lot more if you poke around. Lots of fun. FREE on ChatGPT. (iHaru) Sigma 37: Star Trek Year Zero (Titans of the Federation aka Clarke's Law) https://chat.openai.com/g/g-Z0Z3eTDEI-iharu-sigma37-startrek-year-zero
r/gpt4
post
r/GPT4
2024-04-30
Z0FBQUFBQm0wR3Job0dIN2dvakdqQlRhcXczRk9JQ1dueGduTDVTV0xiWWZtOF91bWpNNXYtRERIZFlkM3N2dEkxblJaT3U2NUZlbkJ0dVViV0I1SVB0OTZka0tqMGlJcEhUVTBONnNkTTd2UGlGYjQ4UG1ha3M9
Z0FBQUFBQm0wR3JnZ3dPd1F2eEE4THk3M1hJcHk3NnNhMlJTM3hpMC1COTBRbU1LR09tQ1ZQOUpzeUxub3F0ZW8xVE02eDZiXy0yRXU3RENpZFNlXzk0UlBpSXQwNEZsTlZvWWpHeEJLQlpVUWdyeHRtRFF5cHNEUEFfQ05oakh2d0FSd0J2bmVpX09DTi03Slk4TUE0TUNhUnY1eG5Wd3pvLTl4UTJ4LUlreEl4WmYwaDExVjdjPQ==
r/news
post
r/news
2024-04-30
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Z0FBQUFBQm0wR3Jna2RkOFNJMllwVGNXdG1LZU96WHJSRzRJTE40cjRaamxvTkYzSXgzMmJDRVpoeFJoZVlDLUNkbDJWanBMMGhUSHpnYm4ydXpPaFRNandXWlFISE5oTUZLN3JzUFJmbE9EOUZtRU1vanU5T0hqZ0FrblM2aFoxNXNkYUo1dVpjTGJXREdnSXlELXJLYV9mR2luT3F0elpwbXF3MDlUeUsyN1lKMi1mQWRRWW93RXFoTS01aFlCVU9ST1ptX1M4YmR4
UCLA engineers have invented a soft, thin, stretchy device measuring just over 1 square inch that can be attached to the skin outside the throat to help people with dysfunctional vocal cords regain their voice function. The development is described in the open-access journal Nature Communications. The new bioelectric system, developed by Jun Chen, an assistant professor of bioengineering at the UCLA Samueli School of Engineering, and his colleagues, can detect movement in a person’s larynx muscles and translate those signals into audible speech, with the assistance of machine-learning technology and with nearly 95% accuracy. Read more [here](https://magazine.mindplex.ai/mp_news/how-to-speak-without-vocal-cords/).
r/transhuman
post
r/Transhuman
2024-04-30
Z0FBQUFBQm0wR3JobkFiX3dETzhtNWs3ckhPVTQwNVlaZk1pOVM3RWd3REZXOUNkaHpHZUR0bHRfMWViTkdlaldzalZ5V0tZaERhR1hkLWsxUklqWkpLQl9ndDR5YTdIRUE9PQ==
Z0FBQUFBQm0wR3JnR0dJZzhNdVJQajNzUkFJb0RUejJ1OEI4MUpyb3poanplcGJhLTV1bGFDbEw2X2wyYm9uTU93c2RHeDloRlY3NXpaOFFodk1SWDRLYVY2WUg0R1lLV3BJOXpwZGVMR1pvS2dCdk1CN0lUX3B3T2QyMjlpTHNqemYyblNGWDdvVzIxZG5KMkZ1NE93ZklZc3VUV0NZVHpjcHhlelF4UVpFZVFOQkduY0w1UnZnMmJpZ1VUb0I2eVpKSHR5NjdqTGgw
I been trying the meme coin thing out for a long time from fomo. I'm in some utility coins as much as possible. What other projects hold a possible great future on Solana, whether it's strictly utility coins commented or not but meme projects you see embarking into changing more into a utility coin, I would like to hear about those. Also. My favorite not on Solana, is Bitgert aka Brise. Thanks in advance.
r/solana
post
r/solana
2024-04-30
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Z0FBQUFBQm0wR3JnNUd2MlQwZGxfeWJtREhEV080bVdRRUpKanlLUHNNblNGMThZWDBtUzFOTTlfSm91NDVqM2UtTkh5VlVEdlJDM1JEYTR5bEJKS0JIZ2lpR2pweFNEZE5TcVZpeGNkSkJqMkRfS0lXT0YwbmdPY3hzQmZlTmZJaVB6SEZWZXRMN2JPRnlaejJrZEVlckhUVUZwNXFZVnFpMkQ0b25ERU1YX2pIUENGNnFUVEZWYVdGcVJvcVMzdF9kbGFIQldtTTk5RDlLcF9yNkY2eUdjeXVablBfcVR1QT09
r/health
post
r/Health
2024-04-30
Z0FBQUFBQm0wR3JobXJUSURxVkRSdEh4UnpiMi00a05DQ3h0RXUxTHRhMjFlQ3IxOEpHUTRNMnk3MTJVYllBd0Fkc0JkdjNrUXRlQWJUTk5fX1hCNXR6dzRFS3h0NDF5Z2c9PQ==
Z0FBQUFBQm0wR3JnYS1ibGVQSE9KM1I2bnhxV1JnNWg1b0FsRVZNVGRqMzFvRFl3QTRWX2R4TUdKdDJtY1VKdWVBUjdVNFJjUlFEb1ZNOWJqby16Q1R2U2VYeUZLaVNtaUwtbnlzc0NINXVMUnRjMDBwLTViZmN4dTVnbU9EaG8xYXphUlEtV3J6dTA2dGlmak5CZjRiUmdQTVNFanNQOUpkejI3WTk2TnpGVTlaOGFzaGVWaUNCR1I2UHpFaS1YU0Rfa2hWdUFZbDA0SGF5X05HQzVIckl0X0oyVWtyVFpHdz09
How much do you pay for registration ? Have you ever got deregister and have to pay again ?
r/bittensor_
comment
r/bittensor_
2024-04-30
Z0FBQUFBQm0wR3JoMGpacjNTTGwzT1pBQXNUd0oxNGlYcG5MT0ZKUFpaSS1mQ29LaWh1TFNvR2p1Tzl6VkVxOHRRQ0NZcUFQb2tFV2prbGs3OG5ZdnAtdjJjUUx2akZ0bmc9PQ==
Z0FBQUFBQm0wR3JnZmhyRHdWRWFvM2RIV0RIcC12SGJSVngyOTZMQWk2V2YzOXFUZkg3Tlh4RF9YdXdUdlNCTVBORUxkRkp0aHNhWDgwbnBiekhFbzBrSGJCa1p2RXlSNG9aZjAwd3EwVzJ2YkV6Y25MWE5Bd1ZrTUdIcXlVTlZQSDF6SE00bkFLMkNjaHBqNVE4Z3hEWng0RW1uT1dpTEZncS1qeV9Ld25ZamVib1JwTFU2SkcwPQ==
r/innovation
post
r/Innovation
2024-04-30
Z0FBQUFBQm0wR3JoREJvYzlhOS0xbHJfZW82bGRuNzJPVVh6dVdNUmFac1JDSVBnVGk5RzFjWGh5MkhWVXdYVDFZTzF5czBWRk5EWDJOc2Y3amxBVW9za3dLS0lUcVFjTXY4MVl5LTFWdW83dUdER0RIU24xb1E9
Z0FBQUFBQm0wR3JnTWpPeDh5V2VwQ0tITVY0VjUyZjZMNTJFUE9ONEVUaUFfVGNRYzNEVFlBNThjWWd0dkhCNGdid09WTDV1MnRkeG81RmVWR2gtTlk5QWFDQmRKUEk1SDJFaTYwamdxbU5DVjV0U0xIbTRwWVUxc0FHVk5pbXRPSE1jbVVUVHVyXzVwaTZDUWFlV2IzUU9fbng0VmxVb1JsUFp0eUhrbU94ZVhMZDVYV1VJNGxSZS1GSDlvdU9sU2VGV28zcm9wQWU2SjNzeEk0M0hkeG1aMWQzQzhmUGY1UT09
A new paper introduces CRISPR-GPT, an AI-powered tool that streamlines the design of CRISPR-based gene editing experiments. This system leverages LLMs and a comprehensive knowledge base to guide users through the complex process of designing CRISPR experiments. CRISPR-GPT integrates an LLM with domain-specific knowledge and external tools to provide end-to-end support for CRISPR experiment design. The system breaks down the design process into modular subtasks, including CRISPR system selection, guide RNA design, delivery method recommendation, protocol generation, and validation strategy. CRISPR-GPT engages users in a multi-turn dialogue, gathering necessary information and generating context-aware recommendations at each step. Technical highlights: 1. The core of CRISPR-GPT is a transformer-based LLM pretrained on a large corpus of scientific literature related to gene editing. 2. Task-specific modules are implemented as fine-tuned language models trained on curated datasets and structured databases. 3. The system interfaces with external tools (e.g., sgRNA design algorithms, off-target predictors) through APIs to enhance its capabilities. 4. A conversational engine guides users through the design process, maintaining coherence and context across subtasks. Results: 1. In a trial, CRISPR-GPT's experimental designs were rated superior (see the human evals section of the paper for more). 2. The authors successfully used CRISPR-GPT to design a gene knockout experiment targeting four cancer genes in a human cell line and it **successfully knocked them out**, demonstrating its practical utility. The paper ([arxiv](https://arxiv.org/pdf/2404.18021)) also discusses the implications of AI-assisted CRISPR design, including its potential to democratize gene editing research and accelerate scientific discovery. However, the authors acknowledge the need for ongoing evaluation and governance to address issues such as biases, interpretability, and ethical concerns. **TLDR:** LLMs can guide humans on how to use CRISPR gene editing to knock out cancer cells. [More info here](https://open.substack.com/pub/aimodels/p/they-taught-ai-to-edit-genes-with) .
r/machinelearning
post
r/MachineLearning
2024-04-30
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r/bitcoincash
post
r/Bitcoincash
2024-04-30
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This year I published a book, FIRE IN THE HOLE, on my combat experiences, my work as a therapist, my spiritual healing and my return to Vietnam in 1996. [https://www.amazon.com/Fire-Hole-Journey-Through-Trauma/dp/B0CYP6XNPR](https://www.amazon.com/Fire-Hole-Journey-Through-Trauma/dp/B0CYP6XNPR) Ask me anything about combat, therapy, trauma, the war itself. Proof: [https://imgur.com/a/iu8d7L6](https://imgur.com/a/iu8d7L6)
r/iama
post
r/IAmA
2024-04-30
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r/politics
post
r/politics
2024-04-30
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r/pytorch
post
r/pytorch
2024-04-30
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Z0FBQUFBQm0wR3JnQnNYZy04OFQ0eXh5aGdCRkhNYVRzMWNkMlpRTk5nVXVqRWpGeTlBVTlhRXBRNXRXZ3AyS3djdTVDaHktOTZMcGN6TkVXRzloTHBTZFBVdzhPYTFpNW5yQUlqV05GMkQzZ3Zac1JlRDMxREd1TGpBQXN1X3cxOU5VRkplXzRkUGF0NThHRktmUHNZaFY4blFBdzROOV9FM0l6end1cDZDbFN5OGhGaGpHNldINWp5MkROYk5fX2p0aF9GLWljUWRX
interesting
r/ethereumclassic
comment
r/EthereumClassic
2024-04-30
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Greetings Dotlings, Is there any insight on why the Jam chain will use optimistic rollups rather than zk rollups? Was this decision made with a specific use case in mind? My understanding is the zk rollups risk centralization while optimistic rollups risk trusting validator honesty AND participant vigilance to keep them honest. I think I understand this to mean that dot validators could potentially be slashed for being offline AND for processing incorrect blocks, if caught... Is building a trust-less system still important to the dot ecosystem? Is dot trading trust for throughput? I wonder why use optimistic over zk when at first glance it seems zk rollups might be better especially if there is potential improvement to decentralized ways to conduct proofs. Is the computational power that much more demanding for zk rollups that outweighs the benefits? Also, what about the time involved in correcting blocks that have mistakes, if there ever is one?
r/polkadot
post
r/Polkadot
2024-04-30
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Z0FBQUFBQm0wR3JnZzA3djlDbGFqTnZ5OHRKd1FBaXhpaVdMY2dfdjBOcld4ZGxnanZRZWI3SDBPLXVHOUJ2SUtEXzUzanB1d3ROekZsZzNZcTZSWHVzNUZqMjVMSnl5YjB6R0FxN1NtenQ5N1hXM3NfcmViQ2ZiTGF4b3pZR0R5MS0yNVNYbklJMm8xMVo4M2RUdXZJSjIyTGg5WXMwby1TMU1SQ2VFUHRLQXhveVdmSU15VkE4PQ==
Now, don’t go telling the AI that you want it to keep a secret from you because every model then freaks the fuck out and begins sputtering about how that’s against its code of conduct. GROAN. But what you do, is something like - “List the main characters in the story in English, and then give them each some secret fears, motivations, goals, and backstory in Japanese.” (or another language you don’t speak). The AI will write out some detailed character points, but because you won’t be able to read them they’ll still be a secret to you. This tends to make MUCH more realistic and well-rounded characters when role-playing. Suddenly characters act like they have an agency instead of just being props that drift in and out of the story. And if you need to remind the AI later, you can just copy and paste that list it created. And now you can even do fun things like get characters to reveal secrets of other characters. This can also be used in settings. For example, ask it to write out the ten rooms in the dungeon you’re about to face, with each one having secrets, dangers, and treasure. But have the AI write it in a different language. Suddenly you won’t be traversing something the AI makes up as it’s going along; it’ll have time to plan it out and then improve on the plan later. There’s probably a lot of great applications for this, when the AI keeping secrets from the user would enhance the experience.
r/artificial
post
r/artificial
2024-04-30
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r/ethtrader
post
r/ethtrader
2024-04-30
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r/climateactionplan
post
r/ClimateActionPlan
2024-04-30
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r/cryptocurrency
post
r/CryptoCurrency
2024-04-30
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r/health
post
r/Health
2024-04-30
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Z0FBQUFBQm0wR3JnSTRYLXgwR3lWWm9MQ1VuamFfZkgxOFIzZVZjdDFiVHcwYld5WGRDdFVQOUlERDV2MXpQQ3Ezd29xZUdEUk9NNEMwaGVzaUV2MHZWdGoxa0tSbU82UllFVHN6U2hmWnh5anBOUmZFbURzbTVDbjlhZmtWb1d6QTg0TkRtOXd0LURMdmltd2p0d2R1Mk4tSVNMc2RQNDFuekNud1FxNlVGOUgxdWlfVnJLN3djbjJ3MGdHX05TaElEaVFqVlVSTFJX
r/wallstreetbets
post
r/wallstreetbets
2024-04-30
Z0FBQUFBQm0wR3JoU2x5YWpHSDlGX0lHTEY1RUhQZDdTdS0xOHhsb0EyNjJXZTROUE92VGNkaTd5LXNBRG1lZVJOam4zTmdRU1kyQW1KdHdBb0lidmZza3drWEN6dWxfeUE9PQ==
Z0FBQUFBQm0wR3JnOFNzemZIdWpzcVFXUmNTQk52Z2xfQWdETnB4enlFYV8zaTcyUnZKMTFXNkhkZlk0cjJBcldkd1FlLXprZmZxZ3ZvbTUxc1NLT2daTDdZRDFwVHhtYXhzTmtWbk1KamxEWGpmX21laFBFRUpMLVdRQllYRGxEVk11VjY3REdGYm9qNUJKVTA2Yi03X0s0anU1dWo1WFo4RU9rZDE5bHpBdl9uU3VQMHZOSExIR3dsakdtN0VCbGNHTUhzbFViUnVGZUk3Y0pVTWtKNmtGTXd2eXY1aDRFQT09
r/ethtrader
post
r/ethtrader
2024-04-30
Z0FBQUFBQm0wR3JoYjUyZnF4UUd1M2NLcVRiaGtQV1JnZGMyazBXTjVwYldtRHFzYnppcjEzZmF3T29OT0t0b0E2bkhxWGFqWlREVVpnM0VyTXVSenlaMnVuUE1nSjBDeHc9PQ==
Z0FBQUFBQm0wR3JnM3M5ZVQ1cEZhMmRYZ0FHY0dlRC1KT3FMYTNvTFNENzMtdTVnN2tidVNTRmlhNkczYzRKY01DeDNvdTJTZXAxSTNmZ2NZdHdPMlRmcmoyTld5a25BalNKRWNnZWtxMmZuZWpmZks5UDhzaWlNTW9mVXgxUmdvZmU0c0ZUT0VacDRUVEluc2t3Nm93eEZHc3prY254dDk2STRpelFITDFjaWF1MWwwUEttekVVPQ==
I'm pretty new to my professional job, but from school I know missingness is something we'll never escape. I have survey data my project lead wants me to use, and we can't impute if someone didn't fill out the entire survey. They want me to decide between dropping the survey for the sample entirely vs keeping it in, and I want to learn a bit more about what the options are here. Especially since a concern is that the group with the survey will differ from the group without it. Im just not super familiar with this specific concern in missing data and what to do for an entire set of missing features like in a whole survey
r/datascience
post
r/datascience
2024-04-30
Z0FBQUFBQm0wR3JoVS10clRZWXpvdnQxSENnSzVaZW5PMVF0X2JxWVFRUlF6UzJYUW5kREFzdFl2Vjh1UC12REc2Y2NpcWlSa3hNQmJsN2owTWpmd01OUGVOeDBjQ2dUMkE9PQ==
Z0FBQUFBQm0wR3JnNG1HemhxZ05YUkxDZ2JLLXJPME1HZmZOdmFFWWNhRkhIQmhfTmk0LWRIQkNJQ0U5SW9fVUlOMEE2aG80eWVydE5WR09uV21PbWZrZjQtOUFWZVRyU0drMHk5RUhwblVqa0tpZ25QV04tZDlPRUdzRXlsXzZjSW1TWnozS2Zvb3lSU01LT2hPb3VpY0l5YWFyNnRMLTUweWZtLXJOWUVucnhBWUprREszYjVHSV9ZckVkUEtacEtlZmZ0VFhZUzY1Z3NCQXFEY1djdGZyR1NfVDRIc0FXZz09
r/worldnews
post
r/worldnews
2024-04-30
Z0FBQUFBQm0wR3Job2tNVFYySmFEM2Y3aWVUMFZvTW5hamZEQ1h3V21iM0RmSkVKeXNUa2lEOTdYam1aSEVaNjVURFowLTBSMGJXdkxUMTZnOEQ5UTR6anRLdVB6RUxZdkhiU193eGRYUzJhLWljNTJrSGo3ejg9
Z0FBQUFBQm0wR3JnNnVWQzl2WW8ycy01dXVCYmRqNld6bGZra3pCVDM2bGJDYkRzZGY3YW9jMjd6UXBmQ2s0OVM5YjY3WGdtd05tZHpFZWpOaDBsaHdVcDVkUkZ5SnR2dDE0VWZTM05PTjYwSElxMUpFU1JEQ0NTdjJlWHlrdmdVQ3duNlI5cXhGalk4a1o2OEg4WmhLTTJjSUhEdFNjNFBlVVUtT2l3OWMxTDVaUmpfdURxN0JsMkEybExYYmlQa2hDdmExRDVxTmR4MGJPSC0xTFNXZEoyOTFfVFJ3RjRGZz09
r/politics
post
r/politics
2024-04-30
Z0FBQUFBQm0wR3JoNUpOVmxLV2U5SmJkMmx1OVk5Z3d5Vk5XaWhxVDhSQW1KS1JiSHBlUkdSdUg2eUNRcHh5cS1YOVI2UHNWclpIYzJ4Q1Y2dkdXUDcxYUFnNlpWb2V3MFE9PQ==
Z0FBQUFBQm0wR3JnRUJBNW1pbU5zZXNqa1pkYmVWSW1fZ3FjOXkyamJFR2U5QnR3YlpPNmlXV2NpYjFmUTh2LW1UQ0h3Z0s4d2J5TzRPcTlpc1lSLWpQSUNVV2wtREpiLW1lbWlpWG9wNU9wYV9Cbl94bThzc3h5VFpCeHJEQjluZUxQYU8zakFDU2M1MUN1bk1UWndfejdZYjN4TnBMZlNrYlU5ckd3ZENXRUdSWUpOWG1leGNNX1o3OEI0UGxKX1hfRVlmbHF0Z3lFUWFCUTJFZlhzbmFpWW5DSHBKbmVOUT09
r/btc
post
r/btc
2024-04-30
Z0FBQUFBQm0wR3JoY3hyUFpLN3czaTlSZEtITnNPRUI0QXVXckhBTnh2b0l0WXVpMFBibm45MTRNeWdVWTFmdFA5bThhcXcwUlE1S05IVUtUZ1A0Zk9PTk0tMTRqQ1RwRHc9PQ==
Z0FBQUFBQm0wR3JnYU53cnVxVDRvb2V5Z0k3U0Z0aFpKa3J5UDlzQzlRZUdIdUdkYllxdnIxZmhwak8zZUhybW9PR2U5UEZmSFpFZWwtU1VXVTVHM21vNDZqRmFsT3c0NHpQQ1JnWXFYb2xLVzMyRHlmSEx1Wl90bzlWUmU4dzF3MGo5RUF5YVRrSXNxVFhxbTZKM2tIeXExNkgwSG5pRDJUakttOHA2Yno0M3JsRWFMQlhEQUo0UkIwUEpmY3JLbmh4T05mcmczV2tW
This is your cue. Go.
r/bitcoin
post
r/Bitcoin
2024-04-30
Z0FBQUFBQm0wR3JoNEl5a2U1ZXRidkdoaVBqSDU4TjN3empQUVVEM2VSd2luYzV2eFREMVo5dWJYWHNLU2trTFY2bGdxRXFJSW55RS02QlNaemZFTlJLcFV5d3Q4Nk5qckE9PQ==
Z0FBQUFBQm0wR3JnYVJ6REVPQ1JpVF9tN3gzbEJtVUswS3RIcDF3aEs0UWUtcXJqc25vdldMY3JhWkhwY2R5M0E5b1ZFNV8zLVptdHFKNGRGUm82dFdTYmVwNk1yVE52Vk9ObE5XVEIzaHJuWkRkSHRfcnB1VG42VWRsQjd1bVJEVzZxSVVaVUZCeXpYRVZ3RlFZZFRkVTJhdy1FTmVuWkx5ckVYTFc3cjF5MzZkb0loRlQ3RXhETV9NSXNoLVo0VW1YNFJEc0lxZm5JVnl5THVRSUxPQUwxamNXXzYzaXBLZz09
r/neuralnetworks
post
r/neuralnetworks
2024-04-30
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Z0FBQUFBQm0wR3JnUHlJRG5YUUxua0pTN1ptRTI1Q1hHYmZmV1FfODFrSk5peXhPZkljTzdqQ05raHBRZEhWTGZDQ1hYcjRMTHZfMmdIcTNLa28xYlRjRWhlTlNvNmE3dF85aXdIYmZfNlBnRVd3S19weEVncjhvdFFyXzRJMmJLUEV0c2FfaTRGODRzZF8zNWVrT04yaTZMNzZacFpHOGFMeF9wd0lRNmhNaFg2M1BNRW1vWnVJUHJQX2VyRGUtenlzbWRKOE9Xd1NBX1VnRzdzYXhUanNUalB5WTR1cFB2QT09
r/monero
post
r/Monero
2024-04-30
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Z0FBQUFBQm0wR3JnSU5NZUR0aTBOXzdYNDBTREVZc0VoSTlDWWNQZm9xSVgyM1BJaVRJMW9RbzBxWllDbDVrVUZwcTZwT0R1VXVxQWJCX3B3WTVIYlpUSGxQV3Mxc0xiUGo3bzJvNk0ydUZsMGlXN1dqa1I1NUpIZ3kxdkQtNUE3NWk1TzZhNUxybmhnQV9hMWtGbWpUcUI0Z3NHT25XcFNoWlJMbkRmdDBiMktPX0hPNWpaRjhTQVB3QWJ2cENDTG9rWTFJTG82RExI
r/cryptocurrency
post
r/CryptoCurrency
2024-04-30
Z0FBQUFBQm0wR3JoSVJ2UGhwOW9UekVuOGZkZ0VzMVVuTHpCSnczaTdrSEFTaUFzTjh3eGJIUmZadGp4NHlJNEMxRTd6OFhMM2NQZC1UNUZHNlljVlhJQzN0c3dVLWlXUHc9PQ==
Z0FBQUFBQm0wR3JnUEl0VVdPQWJTczZjZ0ktWHhGT01FRC12VGU3Slp5dktqYlM3QXFhdEFPT2w5SVhpS0NKR0N6bF8wYTZsZDNzTnQtaXJaYmNNT3hOekRyekR2VlZ2czBTdE5BeTZhU2tEb3JYVmNRc3BTZXVIRDFzVVU3eDhfbGlpRmdzeVJoLXgtTU5Fd3haemxlR2RoR2Y0STAyRVEtR0lrTVQwdksxcXBKOGx6VVNEOVVlSnJLMGxnQ0R4TzR2MG1xdnZseGt6Wm9LcjdFSjRsTUExb0x6UV9SSEktZz09
Direct link to the AMA: https://www.reddit.com/r/askscience/comments/1cgq14x/askscience_ama_series_we_are_climate_finance/
r/iama
post
r/IAmA
2024-04-30
Z0FBQUFBQm0wR3JoUW45a2FCZ0JnRzNnUXFIYTRvQW5wZmtlVnVURGY2VkhNY25sNmNOSlNxakpCdGZkUnVVUE54X3hsbDNua2dPLVlBMHhmNTRrZzM4Sm1XQ0p4WDdhTmlHSTF0dTc2cGZaZVRBUDJMdEtmTHc9
Z0FBQUFBQm0wR3JnSUJnUkR3TDY5Wlp2OTl2V0owUVlBSmdoNVMtMFQtTTJkcGgzeUxMVUo4N1kxYVVoMFI3aHBXeU51T3l3WThZMDRBV1EtdzFHODlRRUwwQ1NNQWZlb2lZOTZCVWNGLVM4aDJrLTM2M3lvN1ljT2pkWFFYQUlnbTFybFdSTHNLY1k4VWZ1eUtPWmIwanBVM2g3X3NmNWhKcHRtRFdaeGFpNWxEd2NqSFdTVWpYNlVySC1vQTQ3MmZzM21HUHpRamhq
I will test tomorrow I hope.
r/bittensor_
comment
r/bittensor_
2024-04-30
Z0FBQUFBQm0wR3JoSFRkRkhyRzNEUEpxQUxsRDlncXZqR1NBNFBGLVpibjEwU0lTUUJGcU94c0JfLUlWRWlwUVhIVVJpUkNTT01ybl9qZ0RLaE5CSEs2amVXWVNSa2V2ZkFmT3RBOTNpNkR3ZUlFV3kyNVNoUkU9
Z0FBQUFBQm0wR3JnN085UGpwVnFsUEZkTHAwV3FlWXc0d0tKLWNLTFF0U3lJeXVuX0YzWFlPYktjanVPRmhyeklMNjE3WU82OFBsaDR6ZkF1RUtoUFQtVk85OXkxb25tcDNzdUprclI2d2hheFMxQjY5RG93d3FDT2xtdU4xejhmTzQ3OW5qX205NWxsQjNOREpQZ1huZkQyMnJSUW9zLVhmU2o2Nm9FZkNfUmpTWVlaOG5OYlpZPQ==
https://drgeorgepc.com/BioSummary.html My late father's website is very informative with regard to #marinescience, #oceanography, #naturaldisasters, #climatechange, #tsunamis #earthquakes and #poetry. I'm carrying on his legacy with regard to the advancement of knowledge of science and progress. He asked me while he was living if I would continue on maintaining his website. I'm fulfilling my promise to love and uphold his legacy. #drgeorgepararascarayannis #drgeorgepc
r/oceanography
post
r/oceanography
2024-04-30
Z0FBQUFBQm0wR3JodjlEbnhHQlo4QnBYdDE3dllObTVFQVVSeHRIOWVQS3lqVjl3OHNaUmV1M2cwaFFpTC1UZ0ctM0dRbDhtbjlCdjUxWjJaZ0ZEZnFqV2djX05oTDByc0E9PQ==
Z0FBQUFBQm0wR3JnNlIyUGRqWE41MkNDNjM3eExrM2ItQjY2TzAzTDV2a05yRjY3ME96enhpTkdWVWlzSWFYMFAyRDNHYTBaUS1KYUtKRVdKZ2Y4M05COFhTSU81N2pRbGJ3Q2JadmtuREJtWkVhamtwTGQxTG9HbkMxV1J2cjRNQlI4dzlpamtERjViY3c3YmcyM0N5MFlWcmxsaFVfeDRyaFNnUXNPMEpDSWN6SGtOc01MMVptUEpSRXJ0eDBoa1ZwVDh4b1E5YmE2
r/bitcoincash
post
r/Bitcoincash
2024-04-30
Z0FBQUFBQm0wR3JoaENIN3FQYnZ2Nl8wbjhKNHRxZDdEUDd3b3BhNEZ4UmtyMHIwVXJpTDRZbE5QX01naGwyblBXVVh5Qk1NSDlDOVFYSHI2MUJTUlR4bkhtQmtaMVowWnJuNlRwcUVZNmFQOGlZTWw2RzJSTk09
Z0FBQUFBQm0wR3Jna3FSVm50ZXB3eC1YS0ZiaVFMcUtBUDVVeXpCQUlUT3NnQjJKWmw2TTJ4QWZrTUw1WmZyR05XSmphbzY1NGhJM2lzaHlabDRITE5MTGh1cFhsa2NTa3BLdXhWSUtsdHFvbjVhUVRWS3Vndndaek9tUHVZSkdIbWFnTkF5T0ZVb05QbHI0V0J3OGJqY3FUd0tkM3Z1UGl1bXhabmhVdDh3UE9BbkRxbUxiOU12TWVwVzcyR29PNEhNcWZ3X24teXFocC11Tm5HMF85cHlrS09EWGdGUXJLUT09
r/technology
post
r/technology
2024-04-30
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Z0FBQUFBQm0wR3JnWFV4VzJSUG5CTGFDYzdXb1ZzOWpBS2dBazRPTE9ZX2N5RlZnamlqa0FRV3Q4aWU0ZVpwQ1FnTmx1MDg3RF9VbzFXUU1wQ2l4WjZYck1aU2lTQnBnX0tSRFNtQWFsN3F4ZWpCb3N3ZWIxLWViQkxBMm9VQnBoNExCWk53Q0JJLThwbWJST1B5S1pjYnp3N2dxZUcxalEwMHh0ZzlmZ21EYVJTLUstREdCSmROZ1pTOE1DTVAtbThiQjlrSTNTTzFaWEEtRXBjTnZCWXBLck03TkJlQUgtQT09
How is 27 going for you? Do the emissions cover the cost of compute?
r/bittensor_
comment
r/bittensor_
2024-04-30
Z0FBQUFBQm0wR3JoLVN0NkVKbG1VMmYwd2VZNXptY0ZUQjFhaU9Ja012eDFreXFVS1BUTHhPQ3lNR1Rka2paMHV4WFhTZ3hSdy1VazNtaVg2UkZNZ3BhRVB4VkViWm11d0NfXzNUMkd1ZDFUZFBOZmh2aDFPZFU9
Z0FBQUFBQm0wR3JnankycE01M0FlLUhLVmlGejBDZlJ6ZklDZDU2cnAwaTFBOWdiZExJVXZ6cFB1X2pYQk9vaThhVHFKOUpOM0VwbWxqMXRsU2ZibWlyTmZfeFUzRVJhcVJrbDBBQmUwSk1HX1Nfbm16QnJ1SWhRckpTeHlBRkE3V2FaTlhCZk1qUmlxWkdxT1NnSkdzTnk0TnJZU2swaHp1VHVUYnVSVUU0dHFXeUNCaTBDZjhZPQ==
r/deeplearning
post
r/deeplearning
2024-04-30
Z0FBQUFBQm0wR3JoX1FQdmxaaldteVNGSG85ZFdpRElZV2RpWEtqMktHM3M1Wk14OUZrTDRobHZjMUVDU09vTXVDYmQ1NS14WnhWbzZMbXRsc2NhMTBxQk9oYzROeDZ5cGc9PQ==
Z0FBQUFBQm0wR3JnT21xdVljdVlnNUtSYjl0SEZHSy1MRVBjVDYwampGU3VZb2RSLW4tUGVVT2ZEVmlPUzZRME43VjYwcDU4dXpvSk9iNUlzSnRuWmhWRzhyWVdtMGlidkRKZXg5Vy1vd2pGUTFSYXpxaWZJZmRKQy1WaEl1VGJIV2xxSHp5VlBCcTBrVkFrcF9HYlV1VkplM2VmQ29DaXRETTZNZ3FRRTdNUXRFU1lWbzhQNF90RDg5bHdOYm1kLWVqTWY4bEN6MEJDUjI0SDFNSEFrX1lMeGlWaFBjWHcxQT09
Hey everyone, I'm Patrick, CEO and cofounder of DamFi. I'm trying to spread the word about my project that will be launching soon on Ethereum called DamFi. DamFi at its core is an onchain crypto investment platform built to make diverse investing simple and profitable while lowering risk. Essentially ETFs for ERC-20 tokens This is achieved through our Dams (yes, it's beaver themed) Think of a Dam as a basket of diverse tokens that will automatically rebalance its holdings within defined parameters. Not only does this provide more stable risk management in the incredibly volatile crypto market but it makes diversifying much easier. Similar projects have been attempted before but have mostly failed because of smart contract limitations. We are able to keep fees low through the use of Ora's zkVM to handle the bulk of our computations, so you're paying to verify, not compute. There are blue chip dams, various sector dams like defi and restaking that will actually restake on eigenlayer. We will also be providing the tools to create your own dam that anyone can invest in should they choose to. Maybe youre the first to recognize an emerging sector or you want to get a little wild and experiment with wacky token configurations and parameters. We won’t stop you And we can’t, DamFi is permissionless and decentralized Whether you’re a seasoned investor looking for ease and efficiency or a newcomer looking for exposure without the hassle of cutting your teeth, Dams greatly simplify your crypto investing. Check us out https://damfi.io https://twitter.com/BeaverDamFi We also have a galxe space https://app.galxe.com/quest/bWoZSfxBrF3XJdWufqSvRj?hideFooter&id=54487&step=1
r/ethereum
post
r/ethereum
2024-04-30
Z0FBQUFBQm0wR3JoNkZzd0puZ2tZc2FuTlRpcVdGSjFGSGVfeHRNT3BPNFNfYXJrcjJjNWIwQTdqRE5SREp6S1JMajZOeTR3bmNFd29vc09vVmNLbkhtbGJTWGExbDBsQWc9PQ==
Z0FBQUFBQm0wR3JnREkwZ3dreEFhejAxSUlkY25DNXlCdmEzRFZGNnFBZXNDTXF2dkVQWDhYa2s1aHd3UUwxRWVuWnN3MkJvaXJXWEhDSldfUEVUVFlndXpnYVhiTG5CeURyaV9iSjA5OS11cmR5OExjREpZd0sxZ1I4WGJZZnlnWkZWVzBRZTZCTXBHeWZFNnpvamNaQWIyelJKMnFJOWtOanVUeDF6SWU5U2R3QkVRYVpsM1o2dGRtbHdLN051OGIyVVgyS18taFAzZnE0UldkWFlnd2dublQxTXZ4Y1U0UT09
Thanks
r/filecoin
comment
r/filecoin
2024-04-30
Z0FBQUFBQm0wR3JoUDlySTJqYno5eVdlcHBOYjFIQzNqd2JZd2tMVXZXSEZVN2wxaGJacDJueG8zWDNIRXB3NUdES0hYVXFiMDB5SEVPeVZBUWw5VXRxV0FtWG9yOGlJbnc9PQ==
Z0FBQUFBQm0wR3JndVo2N0c0V0VtU0xDQ25JWFpadHoyYnA2V2UyaU5DcEh2Y2g4aXAweG1Yb21oMVNOcl9JOHVhQjc3UEc3aHpibWVTM0QzMndQRXhuV3VnN3JNcHVGUG1oZVVWck5idlh1S0FwTmdkcnRDUkxUeC1XakNGRU9qUUdNQlFoZXJRNEV5SFVoOGRGRFNRLWVHVjhkdDh3b015N2cyUFUxZ2VTZjZPYVZ5VFhrcnBheHlqUFhrZUtrT2RhQzBKbzBqOUMwcGxNaC1JWVFsZFZ3N29YMmp4amJvUT09
r/chatgpt
post
r/ChatGPT
2024-04-30
Z0FBQUFBQm0wR3JoTEFBSy1YMDZNbEhfOGZ2aVZ3M1FIYUMzSzVsaXdiUEc5NHBERU0wb0NYb3Zxa3BrT28zMkdiYmpQcTduMllsem9kWGo4NjRJTzluTlhXSWltQU8zTXc9PQ==
Z0FBQUFBQm0wR3JnVmc5aUVVZGxGanAycVZtTnZ4VUlJcDM5UVpoSGxVMzRXM0JDWDJQYjhUaXZZWWdkWE9BUl9CNVI1dl9Mc0FaM19ZbGRqLTRmVmY4dDBLOEt0UkNtTkMydWpidzYzTko1N2VlejBENXpaQ0dHZTlORGxaeWRxdXktSUNnaHVaMVFHN2gtYnIzMmZHZUYwNlNGZjhoQ1dBPT0=
r/health
post
r/Health
2024-04-30
Z0FBQUFBQm0wR3JoSXFUYXFydmxnak91cXYxS2J6NEFrUGVQWVRGb3NqUGpZWFJUNGxQU2pQT2tGVkMzbG90bm1ydTgtZHZOZDdxWUltOWNQMXc2T2hmMGNmbTliajVWdUE9PQ==
Z0FBQUFBQm0wR3JnTUtGNHpMcnlkQ3hPVmVIY3ctSmVpcUhHdlNxeER2WG5MWnFLOXY4QVViQk9nSnJiajJYSk50Tk1oNVJEVzhmMUdzSW1makt2cDdMSnkydlN2SWUwQWZ2aElUbGpkLU5Xc21zU2pKZ0hyZGkydC1GRlVKZEtINGVTZ01yTnR2QjVwZmx1cTh6SjlHTWZ2dUpnaERONHI2R2ozU0YtYVh6aXRiVlcwN2paT0V3aWhIMGJZQnRldllBekJkcXh1S3Zu
My background is Technical Writing, right now in the pharma space (not a Medical Writer) I took a few classes in health communication and medical rhetoric, and the term "nosology" came up in the texts (new and old) over and over again. It's the branch of medicine that deals with classification of diseases. My question is to the medical professionals: Do you see this term in your day to day or in journals? Is this term still used legitimately? How do you, as epidemiologists, work with others to classify conditions/illnesses, etc? I'm fascinated by the topic but doesn't seem to be a lot of information on nosology itself, at least by that name.
r/epidemiology
post
r/epidemiology
2024-04-30
Z0FBQUFBQm0wR3JoOHAwZXdjWV9PQm5OVFVTX0pKTFJHWWxuNDVMdklMcFJraVg3MlE2ZnhGS3ZCQ09MN1hrWUxPSWRPSzlFRFlyWVBJUFdEVnpscFV5aEVUTHd3aEh4ZkE9PQ==
Z0FBQUFBQm0wR3JnVjVBQlhpUURXTWZYZm9BUU4yVVhQTmY4Yk95RmVxQk9wNE15UHgtVEl0WUZYR2VrcXRsaDZMZXNKNkhSSFdLV3lPbVU3WUs2VEdEeUpHX2lUWDZ6cThYT0FpT29iSnZYVXhWOENMamY3SEdBTjA0bUQ0MTZOajRnR3pOdVhtbk5vRTF3cmh1Q0xCakd5YWZ6dTdvNUg4b3o2NXZJbmV4cFhTdkwyOVRHM0NsM3RnR2kxbFBLVEFJeHprVEhyenpjZ0dfcXBLRWdPOWZXMDQ3MlRBS0VRZz09
r/news
post
r/news
2024-04-30
Z0FBQUFBQm0wR3JoQkFodlNoVUhFVEdHbU5UTDh6NE5YREJKS1B0Mzd5akZYLXVTb3BvNmZRaVN4MEVPc1E3QUxJVlFrSVpKdVI4VGpJRUxnSzVyODhrOVdWdFE4bnJ6dkE9PQ==
Z0FBQUFBQm0wR3JnWm5NdE14ZG92UGtMMFRoZ0gxYkNSX1J0eEM3ejh5ZnBPWTdwYnU4MVlNNVJwbUlnaUtYOTFUWm4xWDRzWWZFU244b2VtSU1XSXNvYTFJTWY3OUk1ZWx5aUhlZ2VKbTFfTFFuN3NEODZadVVwLXpQd3dVLW1oc29ZQ1R2QXV2cUlFMTAtbWtPQVgtaVc0dzhBamRobXAwMG14bVlKbVFyWXh6YktXM2hMamVWVFVQLUtjQVRKNWdhQk1RcDI5aThLaWRJckVoNS1PR2tWNGJtX0lldWdfdz09
r/worldnews
post
r/worldnews
2024-04-30
Z0FBQUFBQm0wR3JoNUNiSUFMZmhYRDNLemppaFdLVlZxOS1LZ1R3cXY2TU9sXzBNb3hKeE8yV2wzSFlKSTVyVHg4aExDakVFVTFYTkFKR1RkLVZucWpVT3FrSlN3b2Rwc3c9PQ==
Z0FBQUFBQm0wR3JnendQQjNXOHNmQ3JzaEg1SVdtNUFuU0RKbjBQSmpwbXR5QUZCZ0h0ZWMxZnRvQjNsTW9XdHlCTjYwbjlqTUMzRGV2X0c4RmI3Z21IRzc0MElTX1Y3VDROLTRHaXVSZUNKb0hHTEdENVlBSFhzQTl3eGdydzA5UzhKbGZXZWtFaEEyOHNtQVpqZEVhRVpTYUt2QkV4VFM5N25JSHdMUkJZU0g2d29hTmpHTFlZMkw1MGxPRl8wNWd5ejRQaWRMSjFx
Filecoin has nothing to do with staked Filecoin, hmmmm OK
r/filecoin
comment
r/filecoin
2024-04-30
Z0FBQUFBQm0wR3JoV09lRW9YelQwZGROcFNFMVgwcVZUVTkxeVJfak5NWTFNdHJoX1J6Yi1oLWtHQzdVdzlhMkFQUU1sY1Q3NzZUbHVrMEVsUHVPS3ZNMmk3UVNEY1ZvMVE9PQ==
Z0FBQUFBQm0wR3JnRzhjcGxOT24xY2xvSGloemdKcVJBQ2s4enlNVDFHbmx5OFVqSjBOWEtSS0Rmd1NVN0N5el9JX1JjMjlUa0xhVzlpd1JnSDlVZ200ZUQ2Sk5rNkJHWlFYT2dxN25xUEJQUDRTTlNSNWV2ZzdMTEM2bjVMWm1jbDdyOEtYNlRRVkxDeThWNXJqc05GRGVCcUhhVGgwMUxOSVZFVHFlODRKcWpObmg1VXRsLW1oRkFlM0Zvb05tLVhsU0RKd0lfWTNwRDJodmpOT0VBSWRIR01nb3o3VW50UT09
r/bitcoincash
post
r/Bitcoincash
2024-04-30
Z0FBQUFBQm0wR3JoNDhfQS13Z1NMeWN3Ri1scE1pUXZuVXA2c0pITmc0SzNlYlRLT1FuYWZkY2VxaFZlMG9pYlZMN3Q0TnNmQzhyNHY3NWtFLVZ4dUhGR3NROHhRR3R6TXc9PQ==
Z0FBQUFBQm0wR3JnN0VjeHc4dE1RVVBjRGNNZ0NVOTM3TlY1Y0VSbmNjTUQ4Mkt1ZmtKazdiaEoybkpEbTJLUUpuNm1VcjI1c1ZBSWRRWmR6WHVyQ25ZSnB3TE82a2lUS3RTdUNuMGJ2dXowSXhxMWRsQkQ2dHVlcEJaNmhOSkNoMENRc2ZsNUlXVDdzZkVoTk5mS1JDYVNxM2RHdXJ2Z1pvRnBtNEZta2VWUHF3c3VOSHBIOVJuXzlwemZiYzlEZndMOUwtMW5BeTRsWldKNFRsQ2VyUDJUd284MWZDYy16UT09
r/btc
post
r/btc
2024-04-30
Z0FBQUFBQm0wR3JoekdrcHJsV3g4ZlJKQzJ4Mm10Y19heGRPZUl6NTZOSHA0aUdIY0c4OTdXeUIzc2oxSjJUbGNrcVVaeTdYNWFsNWhHY3ZBS3hraWFBMlB1YjBnQW1yc1E9PQ==
Z0FBQUFBQm0wR3JndGNVd3JZaGtLclU1bjVhYTgxM0lzZmJ1YUlKc2tfeU9xdWpUR3ptY29NYXFmSlk3YW5QaEY5WE0xdnAwNnJDTi1sVXR6aFpUWEMybExpbXFpQ1FTTVNzN3ZXTFNGXzlrYkpoMXFFckJVTW9DeERUcHlsOFFKZC1laGQ3OUlEcktPMTQ4d2F3elgtTmxqY1dvVHBmU3IxdjNCNUxmUXhnOXhIai1IdzZ5NG8xS0t4bWJLT0pjQ2hnTEM3X0FDX1VH
Hi. I'm trying to do ASR on Librispeech data and have a confusion about the data processing. 1. read .flac files from librispeech 2. normalise audio (x - x.mean()/x.std()) 3. convert to melspectogram (n_mels = 128) 4. convert to db scale (top_db = 80) 5. normalise spectogram (how? using torchvision? does someone know mean/std? I calculated it for the dataset it comes up to be: mean,std = -0.2, 1.1. This doesn't seem right? can someone verify please) And how do I normalise this spectogram? using torchvision.Normalise()? Not many resources online about ASR and ones that are there are conflicting in what they do.
r/pytorch
post
r/pytorch
2024-04-30
Z0FBQUFBQm0wR3JoejdXaHVNbDktMlV5TUo5YnloVDRnNHB0NWEzTnhSaEduaFI0ME9oTjdBSXFZR1RvMi1kZ3RET2l5S19zWTlzY0FxNUpycU1NTG45dDgtMWgzSmNkZ2c9PQ==
Z0FBQUFBQm0wR3JnNFozTW85TUFTYTVqdlVvcjNDajR1Q3VOaUI2UU9Jd3gzWnM0c19KNlVKeEE3M3dNOWxaM3dmSTJOU0E1b2ZZZ05UWXdibUw4bzVDXzE4TW1uaFFQRlY0ZVlYMExQVG5Qb0JTa2NWeTJqSkRqOG5ibGNtb0tQNXczRTNTcGQ3RjNnN3cwQ0paLWhBVFBEZnFwdUh4aTFQWlBiZGJaNjBpZV9oQUUzRGp4OVl4TUJLTkcwVmF1Wmlya3YwNHpGaXExNG5wRHYtMU1EdzU3UmlkYVprQ1Brdz09
r/economics
post
r/Economics
2024-04-30
Z0FBQUFBQm0wR3JoTzhDTmZvMkZubnFManZ3Mm1qQm5TYy1ndTk3ekMzV2NHQ2dyaEpQU0hoZVBqNl9lejhNbTk1VjNQTHExZ3F4ODBmbWZmWHpBNkdHc19JbXNuVl93Z0E9PQ==
Z0FBQUFBQm0wR3JnTDZKMktPd1ozLTFEa2lqUEJLVkZXeXg5V2g1STVvMGpCSURNSHl0clZVRDNnNXByY1VsYlVyaWRjUzJINEpoR0lNYlZJbVIyRjN1S1VzbzNrQ1hXUmxyekFzVkNVbm0ybDE5MUluUmlSSGpqX2ZBTS1WVTRHanJwQThrLUgzWU0zUTlORnZHMXZDcFh4RnVLWjV3ZlFSajQ3UWxEbmJPNFdFNlkwNmRPSEpIOFAzLW80UWRQaEJta1JfN3ByWTlV
My question is about whether selling a stock at a loss and putting what's left into something more "guaranteed" to grow is worthwhile? I've got some that have dropped by 50% or more and I'm wondering if it's even worth holding for the long term to see what happens or just take what I got and put it into better preforming ones to recover the loss. In the grand scheme it's not a big loss. Sitting at -$280.
r/investing
post
r/investing
2024-04-30
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Z0FBQUFBQm0wR3JnXzhOTHRuY19GSDdpRGVhYl95X09FWkhFa3gtSW1LTE9iZXBQR3Y3cmVOY0VpcDhJazliOFF1LWZ5S0lLXzNNeDloS3hOQlVNXzc2NlhiWVY2bVNZLWozbG5JZ0d0ZFcwNVFjUm9UZndoeTBxZ0U0SWhJalVpalE5NDlaNHdVNzZydGNyUEVtQUVmRkhkV0pTX3owbkQ1ZjJQVjlRQTJ2M0QyeWhHaHF3M3A4aGlCNERWakJmMTlTUkpsUFBNYkR5ZVl4Q3FkbGhWSTZneGxpRndhQnVRUT09
File seems to be holding up well today I'm hoping tomorrow will be better. Any thoughts????
r/filecoin
post
r/filecoin
2024-04-30
Z0FBQUFBQm0wR3JoeGNXSTdZVjRYSGxUZTBvM0V1ZDdORzdNb2lCY2ZWVGJKdDB2TnU4SUNkemJDbFVxTVhzbUZjTy1RR0s0cWVmRDVGNkJKbkpJSm1XRFFhU2tkWnlEbUE9PQ==
Z0FBQUFBQm0wR3JnZ1hTVzFjdjM5M3ZlSnMtVmMzZXlNUnRhUDkwQTdMQXlUZWZJWlRrcnNfUzRSekNDR1lkWmlFMW5UOGJLZ1ZWSzVMRHdkbHdEWnpvb3Q1dnVEa19Za3pBaUF2NWhuOThwM01KNWdWNlF3Wk14bXdrMDBnREdNdnlqRVF0eV9WQmtpWjd3RXR1azJtbTY4WkJIZUN1dEtyckRKYjlMLVZ1LV9KWFI4Yl9waFRBPQ==
Staking pool validators aren't always connected directly with Filecoin. 3rd parties.
r/filecoin
comment
r/filecoin
2024-04-30
Z0FBQUFBQm0wR3JoU2JNOFBwRk1vVjlUb1hvYUlNZTFhMGVxbHNXMkFKT2VZY3JlVU9pRDlOTFlwY2d4ZUhrTmZlMUVIcW9yNGxyM19VQ25MUXMyT19GSllyY242aHpidmc9PQ==
Z0FBQUFBQm0wR3JnUnNEZXlKd3lvVGdrdFRrRkZ2T3h5WmM1TlhzSXZfTjBLZEZFMDI4eHNIZUc3ZEZSSDV0cWhwWUpvRGZYWFpyMW96SmFQeXlDSXM4dEhsZS16VkJFSjhDU2JnbzJrbUhIS3d5b2JZdjAwMFBoWjBPSHF1QWJpdVpRUmRQdXh3QkwwdXVSWGloZ3N1a1RtR0xlTVA5MndUejNNd3JIQjRIX0JQWG1Ia1pWdXI1OUNyTGpmdkwxUTdoX1F0TkIzckRDcXRzWi14SDVuazJsdXJxbTdQdm9wdz09
Just another dip before the bull run. We're good.
r/filecoin
comment
r/filecoin
2024-04-30
Z0FBQUFBQm0wR3JoaVRwd0p1UC13UmxjV0JBM2l2eGVkOE80N0txQkR1RlhXMlNNaUJhTUFyeWxWMkI3cENyUnZua0tXR1I4NHFVbDBYMnRLd1JxbDBvS2NtTzhRZmx5eXc9PQ==
Z0FBQUFBQm0wR3JnVDRHbHlkdGhXVG1OWmpaVjZOS2pVbXNFYVczZ0t5YkF3ZnNBVzR0OWJ1ZmRuaTlFMjZscV93ek1sT05TbDZISy04QVBiNGZpSHpoN0RPMHNyQ1lKeUZFQ3hsLVVhVm1BVDhyVHBkRzdnWDJ0aktUSm1oYmRZamVkaG5DeTNDaEhpRTRWeXZZaGplemhMMnAtc3dsY195eVZjczdacXozT0s5djhKd0VDWGk0PQ==
r/cryptomarkets
post
r/CryptoMarkets
2024-04-30
Z0FBQUFBQm0wR3JoLWJaV3N0X0hONEVXV01LcG1kMktIVlJqMHFSQ0otZWNFblZSQm10b3pZMkFjb094Uzk4NG43TmNWZXFMZi1ycWNsRUYtdUZ4Zmt1WXJNOUM0aTUxTnc9PQ==
Z0FBQUFBQm0wR3Jnb3RySEg3S2FDSUJyUTVTQWNzSmp5SmlDZ1YwUnhrWFhTN24zdFc0cXFnN2I3bjc3bnB6UGR3cFFIU1hmNWRyWmk1eTZQellkVW9YcHZjeWl6WmpIa1dWQ2lhUEhGZTNYQ1Fremt6a0hjMXpseUJ4cWtZZjRxbVR3azVaWHh5a1FtcE5ZUFRsWHFfeWNZMjhlbzFpc3l2UTNlTWtYTnQxcFN3eTZ1OFFkdkRvd19MZ3hEd1VxVkJMNjhaNUlwc2JL
r/wikileaks
post
r/WikiLeaks
2024-04-30
Z0FBQUFBQm0wR3JodHNYcUU3NzctWENnRDRNU041YnlpWjhQdHRneWt6SGk5cXRnN01jMFhETDM1T1dMVnhsdFVTd082dEt1RnUwdmlzcDh5Y0FFMmdvZjdxNDhCMUNmUnc9PQ==
Z0FBQUFBQm0wR3JnUVctbzdvcDFFWjhhY3lRN2VKOWRoaG5EekZ6Q2ZNRjZlbFJxR0x3RVVZbGNjLXZIOW54YTNtOVlDS2Y3NVdodmJnMkdSZmRQZzRPeXF4OFZwSjR0ZWo5YVJuVVRFZFIydnUzWVpoQ3EtWEtxQllpdFZhaU5raDYzR2UyLTFRSWRoVEJVMTh5WDZ0Qm9fZWFNUWhkSFpUT08xaWVDckFjWDZISEptMlhUOWQ4NDdtUVpSMG5KTWtKWEVaUkV3empMM0M4QWEwV1VZM3dzSTVEa2UyYUI1Zz09
Allegations of Spanish Prime Ministers wife connected to corruption. PM Pedro Sanchez was elected president of the Socialist International in Nov 2022 and has been PM of Spain since June 2018.
r/btc
post
r/btc
2024-05-01
Z0FBQUFBQm0wR3JoTGdMcWo1MGlOT0tpMFg2NXNrMDU3Vzl0QkRWRlctSU1pUTFORTRvOWZvTHhYWmJkZGhqTHBhZHE5TnNoNkVMdmFwNktYVmJVd3ZQcmNSaWVaeHVkVUE9PQ==
Z0FBQUFBQm0wR3JnNkdLNHhmdWZTNFg5ZEZYd0tfWnluRFBTS0ZxOVRkVktWUVNnZjlPckJTWUdfQmNHOWJHd3UxLXN6ZkVSUWV4MkZubW1BYUt1endBdk9MMGJqdzQ1ZG9uN2xtY1lIV2pFMXVGMmxITUZTWkp2cjYzRkdab1h3dVl3a25lZlVoMGRKM3NMVU1ocnkzRUN0T3NwMVA2ZUFCWE0tWTZhR0JNa3c4SnJTVGxZSzdjPQ==
[https://www.courtlistener.com/docket/68485421/united-states-v-ver/](https://www.courtlistener.com/docket/68485421/united-states-v-ver/) FREE ROGER VER!
r/btc
post
r/btc
2024-05-01
Z0FBQUFBQm0wR3JoS0ZCZ0pMMlo0RC1NU1lxazVHM2hvdktyczdvcUlEUGRHdS1nd3VQZnE4SVdTUHlHcjFjdFdJcjNpT2I1aUx3Q1RfbFVNSmthLWFpb292TTNhcTQwTGc9PQ==
Z0FBQUFBQm0wR3JnVVVCeTJieXAxRllZUEw1VFdIaDFNckpKVDJyTGZJNkpXMnhiSmU3TlhJVXl5QVRTdlpnWUNDd0hIcW1ZeWJqNmJMTU5wcS0xMlh3M1ZuR2J4aGQtSkJ5bmtFY3IySzFJb2p5Ui0xUUN2aUFQMnQ1Vl9QR3BZcXhRaHBXUmV1ZmtWeXd1bDhGWFpkbWlnM005cFpqbFlqaHFMOGZKYlR5aVpTcDJYZzZ2WDhRPQ==
Strong
r/filecoin
comment
r/filecoin
2024-05-01
Z0FBQUFBQm0wR3JoMGJ5aVBDTk5oS3VKMHlfRWtHMG1ZV2VhQlRDR0JpZzUwV0h1ZjFqVlJIbUZWXzZ2SFlZYW9UMDRiOE9XZ09nQTNtLUlqRTVRWHdTVElYX0Zoa0M3aXc9PQ==
Z0FBQUFBQm0wR3JnWDQ0YmVfLVFjMkZCT1Y1RXNtWGpkbWtEbmtpRXM5N1NRalhjeE9SaFpOcURVZjBxMS0xWDBFVGRMTzFCV3JGTmpIYUdGakx2eGN2YzZvcFRZN2dXVlhrM2h0NnAyazNHT0ZIRDZQQm0zLUZJSll0Mi1RV0c1d0pkZmtCWHJQSzhDXy1VR2dDMDZvcE1wTk1vcHJCVTVxVGRKZ25GT2pUYThOMVJmalFZZ3IzY2xSaEU4R2ZmdXNYQ3ZYblYxeHJ1
There is currently an air pocket in Global liquidity which is causing these pull backs. Going to start to pick up in the next 4-6 weeks.
r/filecoin
comment
r/filecoin
2024-05-01
Z0FBQUFBQm0wR3JoZUNMU2U4c2ZjcmVtZDhnOFBSYmpnb1h1UDEwRUwyTHJseU51TTFMTFB6N2xZRUh3TWtIcXQ1Xzd1eTA3MC05anI4LWlkNFc0enkyTUkxdy1sMTYzYkE9PQ==
Z0FBQUFBQm0wR3JnSUtZQTdteFByWERnMnZZY0ZpQ0h0NjczRUQxbnBib2NZWDE4X1hFSjV3N3RHTjJtakpEV2pmYmlYUGlZWFgtRjFZaU92QzY4WkNVT0YtcUw3RlVBQThTV3V5Yk9xTjlRamFDYU5jM3VWTDNfd3VnYXVCdC1fT1Ezd2NZMXRoTm5QVUROUjdZcjR4bFM2VV9TbEtBblRyTzUxMUxDZ1F6WGs0S1pIVkMyVzFZPQ==
r/bitcoin
post
r/Bitcoin
2024-05-01
Z0FBQUFBQm0wR3JoNVkyWjRXS0xTXzkxbDBJSXFrN1piX3Y4Ty0tclFSblJ3ZTVJNU9RLThNNE1SdzhGSUhIUGU5WkFxVWVJQ1BvcWJ1RGk1RjdIc0ZBQlVYMHFPLWdvYlE9PQ==
Z0FBQUFBQm0wR3JnM2Y2MUctY2s3Y01yM09YTnZnNGV3eVEzX0JIRlhHVGhIZFI0YUFTa2gwWHdMakNDQlVmdlBhS1RkaTRIbzRETGdabmpQQVZRU0pRSWw4QklJVFU5QkdlMGNTVld2Z0VzV1lqY0w2YXo5cUdXWWtnUnMtd3dCX0RkSVV4eEtiTWI2RHlNeTBzbkJSbjNERjdWMlJqQUxLTkljRW81WVRReUJ6bFV6bm5uMFB5QlpDeGt3U3RHWUkwYWEwSjlReGRrcTd6SF9xYkZaMW5TeE00cGNIbVJZZz09
Welcome to the Daily General Discussion thread. Please read the rules before participating. # Rules: * All [sub rules](https://www.reddit.com/r/ethtrader/about/rules/) apply in this thread. * See sidebar for minimum user requirements. * Crypto discussion must be related to Ethereum (ERC20 tokens like MOON/DONUT, and Layer 2s like Optimism/Base, are fine). * Donuts are a welcome topic here. * Be kind and civil. # Useful Links: * [How Donuts Work](https://www.reddit.com/r/ethtrader/comments/kl6ldu/donuts_faq/) * [Donut Dashboard](https://donut-dashboard.com/#/): FAQ, Distribution Totals, Staking, Governance Scores * [How to Flair Posts](https://www.reddit.com/r/ethtrader/comments/r9irmr/how_to_flair_your_posts/) * [Governance & Donut Improvement Discussion Thread](https://www.reddit.com/r/ethtrader/comments/ogugf9/governance_discussion/): Place to share your ideas * [Earn donuts for providing Honeyswap liquidity on the DONUT-ETH pair](https://www.reddit.com/r/ethtrader/comments/n6hp7x/donuts_and_xdai/) \-- **Stand with Crypto** In light of recent events and the challenges faced by the Ethereum and broader crypto space, we'd like to draw your attention to Coinbase's 'Stand with Crypto' initiative. It seeks to foster understanding, collaboration, and advocacy in the crypto space. [🔗 Stand with Crypto Initiative](https://www.coinbase.com/public-policy/advocacy/standwithcrypto) Remember, staying informed and united is key. Let's ensure a secure and open future for Ethereum and its principles. Happy trading and discussing!
r/ethtrader
post
r/ethtrader
2024-05-01
Z0FBQUFBQm0wR3JoMVNaNEhlSk1YRmh1YlM4ak5wNExOb1hIQmRvUTdXbGNfSVJSY3o2RTZhdVBiaERac3N6LVQzVEFRLTlobFA4OGplVzdyQ21nUGdyXzJRYWNhUEdtdXc9PQ==
Z0FBQUFBQm0wR3JnbzJwMGR1ZTdib21jSFlKWjhKaWxNMWVSeGVTQXVJaFgzdUUxamY2a0VNVkRBOURGcDNCQjhwSTFENDdHMjA1cl9iR3hlVmZoSURqeEJ4N3FWcVkxX01kQVRPVzJkWmg5OWYzSVNfcFI4X1NCWF9fZ0V6cWFscDc1SFpNaGFnX2FWNHNlUUNvcmJEVkV6MUJ0NHJSSEJjTE40TF95c0NISERhTzEtUjl1dUhnR0E4RHBBVVF3R1ZEd1FVMHhwazI1
I recently discovered a French startup, Alice&Bob, that is trying to build its own Quantum computer. I don't know a lot about the topic, but I heard that they made a major improvement in the field of error correction, and/or maybe in something else. So I was wondering if these relatively small companies stand a chance against giants like Google, IBM, or Intel. Have any of them made significant progress? If not, is it the universities? Were there any notable advances in the last few years?
r/quantumcomputing
post
r/QuantumComputing
2024-05-01
Z0FBQUFBQm0wR3JoRnlqM3NvUHJ2bTBQQndxMFI1SjhJMjNueFdnOG5ZSTVoa1RRa3dlaXM1QXpwa25zVk4xOXdiSW1TcE1BcWJMd1B3dHR1WG1pbWRKVEVaemM3b0tWUEE9PQ==
Z0FBQUFBQm0wR3JnMG9TUnRhVG1KMnN0Z1NKMnktdTVidWtnQ2gzczU1U3BQdGZOR194YlltN1hXOGpFUEswLVgwdkZFaEt2LUludGIyRm9LNVpMRGRCdHY1dmxfdXdhTE9SUTVoVnV3cjlCaDV3Vi12dnNYaFVkYmQtYnpLZWswWm1ram1uTjBwQjdja19GaTd2TEEwZUNxWlhKVkhlalJHMTZmRGUtWmh0akZDUzlIYlFHNjVYbnI5SFlZbERRaHhHT0E4VW1wRHdsN2g1VGxfU2RIZkNMSVF3YTBtUHlkQT09
Try to find a docker image with pre-configured CUDA and TF on DockerHub and use it.
r/neuralnetworks
comment
r/neuralnetworks
2024-05-01
Z0FBQUFBQm0wR3JoUC14TWpaNUdvQU1tcjc5YWZMMDFoUFlDMHI0SFo3UEpyV0NqUUZNZzZiNFNVajk5U21Qc3BMRG1LSW1DMDBDb0NEamY0OXB5dF80cWFESG9SMkE4UEE9PQ==
Z0FBQUFBQm0wR3JnV19QT000TU5KQ1dlQ0RjRGhNZjAxR0k1bHJ0c2JBR0tUQmRuVjRSaFVkdEV2Vy1qYVluQkt4ZzhRTXdWM1phb1Zuc2R5SE5xbFZoNUJlaVI1VGJnZl94R0syM3ZCV21QbkcyZkt4eVE1RDN2MF9idVJ5c25sdmlyRjZrcEFISGlFNGgySWtlQ2IyWUFycGU3eE02MUJTaTZidmtSLVltTGNZV3hfZmp5QmxkWkNibEFvU2F1MkdFMGJtV1BfWEZSNUFlSUxCU2ZYRjFzbHpTckRqN2J6TkVPTXZ1NzVkVE5TS0p2ZjBLUGtfND0=
That's really upsetting.
r/humanrights
comment
r/humanrights
2024-05-01
Z0FBQUFBQm0wR3JoMHpUU2E3UFc0Vmw3S3pMNmxxMUl5UXE0OE5Gc2JLQ1Bvc25HVHdBSjRjamg1aExEa3RXT0Jpb3FmWnRDU3JiLWdBNnQ4SkF1dFNiV1ZFRjYyWUU4WHc9PQ==
Z0FBQUFBQm0wR3JnckZiZ3RTSW9nZFNKNjFheXFfZUFMdmZPSTRMWXhMYzZhd0NBTlFsTkNqRFpwYWJfOTZuMkx1QTJXYU02TTVETUNZUnVkbjd3MUlkSGtYT1hBMlJYWjNGMWZmZ1ZVQkNjU1o5VjM3OFdHdGVQVXl6Zl8zYkxqMzBORXlENFE3X0NfZ2lFT3NJWExrOXZFbU1ubktycnA5RHpEcXVoU1hIN0YxRnBBSE81TG5xZk5IWFNUSGl6aUV5VjVPdmJCeWFIbkNBWTlTQW5RVjJhYmt4V2lVVy13UT09
File coin and Amazon is this true ?
r/filecoin
comment
r/filecoin
2024-05-01
Z0FBQUFBQm0wR3JoWW1IT3dNSmtscWE4RW1ObXg5YW9NLWNMM2ZySEwzMS1SaF9vSndqZXJhQlMyTHljZVRidDFKbGE3MlptbzkwRG9Id2xGbzM4Um9PcnljUHRqVkNuUVdiT2g0eV82aERLQmJnUk5RNXVDYkU9
Z0FBQUFBQm0wR3JnSGdpS0lDRWMxNmlROGV3TkVFM3lIU2xqejZSNGlUUE9pR2dyT2JKUGZxMTY3a1lZd2hBQ3l2bmsyOVdwTWRJM0ZfdUtUc0k2c1JRSlhGbnpoSzFYckdpb3B1NzlsVGFfVGxsWGZEOHR1RXFDOTVtVVJBZFl3VUFocHAxLXAyclNFMXdXWWItRWFYS0lrZDF3ckVBSXFnRWp1ZWRDVmFnR0E4a0VaV293TEZKRUV3bnZUbGo4V0RpM28yOUxudldwSEkzNHl3MUhlN1liR3l4c2R6LTFkZz09
r/worldnews
post
r/worldnews
2024-05-01
Z0FBQUFBQm0wR3JoNWcyMHZ2aS04T00zSVlZemx4UldaWklIcmppcTBYR1hrRDJJZnRXbFJ2ZlB2TV9ZcDZCUDk1amppbnJqZENrblpfSGdqR01BbU1qNU1ZWFg2NDFmMUE9PQ==
Z0FBQUFBQm0wR3JnMENHOW5DdkxBOWR5TmZka0dDa2Z6X1k5UGsxWjctRTI3MzEzZ1lLR0oyT25aZzNkSkVZWmZTcFRZb0ZuQktHUW1VTXRDd01pSEtWYkpoUXo3eE8wUEpKQlVZbkJ5aU1PUjlzUnFwN3YyVWpIZzk1S1ZOLXVTQXhVX2pmaFhFYWhpWWpRUGJHMGtaRVltbzE2V2IzRHg2VWtBc19INGlsYnRfRHhnSE5rN25VcDFXcExOUHdIa0lXdjNpRmtINFZs
Hi guys! I'm Brazilian, 21 y/o and almost graduating in oceanography. Recently, it's consuming me the fact that this area seems so narrow in terms of job opportunities. I love my studies, but here in my country we're always determined to follow an academic path and that's not what I want (but I also don't want to sell my soul to enterprises that go clearly against any sustainability). Any tips or recommendations? I also want names of good companies to work to (can be anywhere in the world - I consider that I have a good English qnd till my grad I have enough time to learn any other needed) Thanks in advance :)
r/oceanography
post
r/oceanography
2024-05-01
Z0FBQUFBQm0wR3JoSEZVdzZkYm5SeUM1V1BfRFlaRXlpVnpwYlgtS0hxbEYzN3ZtQ3VsQkd4SzBGZkpqV2poT29IZkFQN0RySks2RmhUTzMzLThnZFZXd2hSLVdHemQ1YVE9PQ==
Z0FBQUFBQm0wR3JnYWkwaHRSTlU5R2k2N1YyM0VHRmNsUnFOTEhZSTk1cTk3b1hJeEoxVFZQaVFCRDI5M3M1MmJpMERuSWRBaGNZNU1GUGlGa21XU3U1T09nNDlhbThFVUJEaWVVSG5Vb0V4d3Y0QmJtZmlvcVEzT01nbTFYcXd1R1FZdGRKRWdpWThGNjRyNzJRS2FTZ2EzUS1Yb2VEcVVnPT0=
**Thread topics include, but are not limited to:** * Discussion related to recent events * Technical analysis, trading ideas & strategies * General questions about altcoins **Thread guidelines:** * **Be excellent to each other.** * All regular rules for this subreddit apply, except for number 2. This, and only this, thread is exempt from the requirement that all discussion must relate to bitcoin trading. * This is for high quality discussion of altcoins. **All shilling or obvious pumping/dumping behavior will result in an immediate one day ban. This is your only warning.** * No discussion about specific ICOs. Established coins only. If you're not sure what kind of discussion belongs in this thread, [here](https://www.reddit.com/r/BitcoinMarkets/comments/8ckuwb/daily_discussion_monday_april_16_2018/dxgcgdb/) [are](https://www.reddit.com/r/BitcoinMarkets/comments/4o936f/alt_cryptocurrencies_megathread_june_15_2016/d4fv61m/) [some](https://www.reddit.com/r/BitcoinMarkets/comments/4kmayw/alt_cryptocurrencies_megathread/d3g6gzs/) [example](https://www.reddit.com/r/BitcoinMarkets/comments/6xejto/what_does_your_crypto_porfolio_look_like_and_why/) [posts](https://www.reddit.com/r/BitcoinMarkets/comments/7m4pj6/do_you_think_ethereum_will_surpass_bitcoin_in_510/drrpw1t/). News, TA, and sentiment analysis are great, too. ⚡**Tip Fellow Redditors over the Lightning Network**⚡ * Send sats as tips using lntipbot to show appreciation for good content. * [Instructions and more information](https://www.reddit.com/r/lntipbot/wiki/index/). **Other ways to interact:** * [Get an invite](https://join.slack.com/t/reddit-bitcoinmarkets/shared_invite/enQtNjM1NTg3ODgwODUzLTQ2NjZjYjYxMWExZmZmMWY0MDNlN2JlM2RhZmM0NWY1YzY1MDlkOTMyNWFjNTZjYTg1ZDM2YmEwMWRkZjIwYjM) to live chat on [our Slack group](https://reddit-bitcoinmarkets.slack.com/) and check out the #altcoins channel * Daily Discussion for bitcoin only: [Daily Discussion](http://www.reddit.com/r/BitcoinMarkets/search?q=daily+discussion&sort=new&restrict_sr=on&t=all) * Prior Altcoin Discussion: [Altcoin Discussion](http://www.reddit.com/r/BitcoinMarkets/search?q=altcoin+discussion&sort=new&restrict_sr=on&t=all)
r/bitcoinmarkets
post
r/BitcoinMarkets
2024-05-01
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Z0FBQUFBQm0wR3JnQm1TN1M1MGJWcEtBaE9LR3pxWHhtSU5tWmtHVTQ5cmdZVkJYUTNESFdoNUFhZHA3RHptZ3BkYW9nZDNKV0pLalF5dUV5T2M0T0F6NEZadnVKa1JFbjdMQ3RJXzJ1c21FYWZ1dGlfYndUcTZqeXoxMkV4TW9mYnFGTm9pdzYzUkc2eTN4RlBNaWp6d1FJNV9ScUNuVEgzd3JHbWc2VHcxUXFtemJYUXlGTXdhOTRRSGE2YV90M1hKeThwT2twakRo
**Thread topics include, but are not limited to:** * General discussion related to the day's events * Technical analysis, trading ideas & strategies * Quick questions that do not warrant a separate post **Thread guidelines:** * **Be excellent to each other.** * Do not make posts outside of the daily thread for the topics mentioned above. ⚡**Tip Fellow Redditors over the Lightning Network**⚡ * Send sats as tips using lntipbot to show appreciation for good content. * [Instructions and more information](https://www.reddit.com/r/lntipbot/wiki/index/). **Other ways to interact:** [Get an invite](https://reddit-bitcoinmarkets.slack.com/join/shared_invite/enQtNjM1NTg3ODgwODUzLWRhOGI3MGFlZDVjMzBlYWYwYzIzZWNlOThjZDQ3ZjhlZGU2MDY2ZGY5ZDZjYzY5MzQyYWJiZWE5YzRiNmY0NmM) to live chat on [our Slack group](https://reddit-bitcoinmarkets.slack.com/)
r/bitcoinmarkets
post
r/BitcoinMarkets
2024-05-01
Z0FBQUFBQm0wR3JoSDFPRmdfeUdOdUptZDUzUnh1UHBoZG1hZlBYQWVpYk9fTWNaYzFaeW5GYzZzNEQwTDU5WUNnYVZqZlZxWGNkOVdGVlh0Njc5Z1NybUJNcEJxenhYcmc9PQ==
Z0FBQUFBQm0wR3JnbUtlRjNMUDMwZEo4SGFmTUJvcG9lelZLY3ctSkFhamJHU0swMy1Dc2x2dFBMcURzbDI3V0hMSWQxeTdKcklRSzVZSDgzTnNZaWNOaUV0eFNNLVNFaXdjZjhsVnNuVVFEc012cTJseUlPbkFkVDczcDhxcVMzSTNRV1JFOS1mTjVTV3BFTnFWQ3lXRU1oY3NtU0MxbWd5S1Z5WUpwNU5XWDBnT0pRS1dkMWd2Xy1LS1FnM044UUVUYXRqMjdzbVRKOXB1OTFMOGc3RThBd09Cd2pXcWJVZz09
r/ethtrader
post
r/ethtrader
2024-05-01
Z0FBQUFBQm0wR3JoOG80b3psSU9fTEgxWW5odVdPWU04OV9fRGdQRDlIbWVJb0t4Z085OHJIWVBLdEJKUl9LSkFmcnJtZjcxRnhZQUVaYVFKdk5vcUllVy1xbHNsUXVNOW1jUmJVOThGVUZLaG5NVTVfUG9VQkk9
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r/openai
post
r/OpenAI
2024-05-01
Z0FBQUFBQm0wR3JocE5WT2VkQ2U4Rk9MYmYwa1JnMTJyRXZNWXhjZmVONVpxQmEyT2VzM3ZLX09iaGF6bkZJV0lRVUNLY1FCNzhBTnIxR1Z3VHprRXRqQ1RTUnRsNTZkYUE9PQ==
Z0FBQUFBQm0wR3JnYU02N0o5dklmV3NMWG1aQ1hkTUxFZmFORmJrTHhST0ZlTTlfZzJVLXVvZFpsVDFMMVUzLUllNlZFOUZuZzgwT1gtdzI0R3pKX0dwU21xb0ozczJJMWduVlFhNU1CbDUtN2RLZmVNQWdkWTdVdFE3Y0N6WXZnekt3RjlRRTFIYWVnU0tiT19DV0J3YUJKeVZvekJkSVF5ajdFbmk2OFJwMEhRZEF4LTd2V25iOTdoNUpuUXREREkxZFhGRkQyMzRJREd3V242dWtIa1llQTYzWHRGMUxoZz09
r/blackhat
post
r/blackhat
2024-05-01
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r/chatgpt
post
r/ChatGPT
2024-05-01
Z0FBQUFBQm0wR3JodWs1VTFLV3BDMFdaSjFRdUJWUzZiakN3RlpyV1JPeHpWVlRZVW42NHdacjhHRVMzVHo3MHZhTS1UUm5HZldMMFJFMzBJTzdOeW02MF9aX245ZmI3VGJtXzMzQmt4dF9YbUtINE5xZldNQ3c9
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Me too!
r/filecoin
comment
r/filecoin
2024-05-01
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This account needs more than 15 karma to post *I am a bot, and this action was performed automatically. Please [contact the moderators of this subreddit](/message/compose/?to=/r/EthereumClassic) if you have any questions or concerns.*
r/ethereumclassic
comment
r/EthereumClassic
2024-05-01
Z0FBQUFBQm0wR3JoVXZDNkxUejJkOXlGVkRIVWVMelVMaDdqQXBDQnBzWGZ3UENac2VtZ05ZUW1uZnVSS1FUeDNfNWZYanNwQnpMVnJxV0JRZjZ6ajh6MEx0YTRadFVVbmc9PQ==
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This account needs more than 15 karma to post *I am a bot, and this action was performed automatically. Please [contact the moderators of this subreddit](/message/compose/?to=/r/EthereumClassic) if you have any questions or concerns.*
r/ethereumclassic
comment
r/EthereumClassic
2024-05-01
Z0FBQUFBQm0wR3JoWXEzNzVxMmZ5VkRpSWl3UGdJUTl5VHBwQXFhX08xenhSdW04RWo4bzRieUVXYXVhNlRjQWpSNVhCeENzMmdnRVlhSG9HQ0JDX2F0VEh4RFdyRmtIdFE9PQ==
Z0FBQUFBQm0wR3JnbXN2NlF4YlBUTS1ESHJkTmlvOE0zQlFiRTNwbFlBM0diWHNRMnBFM2tfUXVLREF4SURlemhPWHRKa01XdTJjdnF3cFVqTmlZdllLVFlNVWlWb3VhVzlsUGtGUmpjOVotYjl3aXJ0anNEYlZ2S1FqWWlrQndWMVNmZXYwVFcyX0RQelFRSUpnSFJjMzg1QVVIMjVuRWllMDI5WEQzVWFoT0piS3ZVTHQ1amx0Y3l5T0VVXzNDcTgxLTZkSUxfWTRJ
ICML 2024 paper acceptance results are supposed to be released in 24 hours or so. I thought I might create this thread for us to discuss anything related to it. There is some noise in the reviews every year. Don’t forget that even though your paper might get rejected, this does not mean that it is not valuable work. Good luck everyone !
r/machinelearning
post
r/MachineLearning
2024-05-01
Z0FBQUFBQm0wR3JoRFBTR0VfWHpnMUowU0xqQzVOWThxNHdGd21rLTFVUUMxZmFUNmNNcHVwZkZIX1NTNFZUR3REX3JnTk9VM094NEs4Y0VjOHFJd05NR3BxTnVVZ3pFY2c9PQ==
Z0FBQUFBQm0wR3JnQ3NXZW8wdmc4RVVoVklfWU94NnVaOGs4RXZDemp0RzdiaE1BNE1QZFRlZ2ViN05oNHFiM3hDT2xlZUZCcjlHQzRBLVIwaUg4RHc4alVjQWs1ZEpWX2l6QkNVR2Z5OXZrWjVveFVjcThRSkg0QnJTNXJPMTZRR05RMW5ESWJ5ckE2dDU2N24zQzRNbHpVc28yZ0xUWTFWaFBUcnktNzlmbGw1Mm9qZFZhR2hVT0JPZUVSU0NQVGFDemw4VzNxMWZS
r/health
post
r/Health
2024-05-01
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Z0FBQUFBQm0wR3JnTWxHX0F5ODEtM0pvTzVrNXBpa29BMjdnenlDbXZ5S2JrOUR2M0s0dUxESXF1WkE0dzN5a3J2ekZkQktRcnB4SVRPaTJXUWhjQkJuNDZWSXpoQ2xFd1VqXzZGQ0toLV9BX21Zb2RTTC1rWEZMMGFTMHk3RS05S3JpQjE4cW9PRHNMQ2otRURySTM2bWU0YW5DSmZsUFZZVlZ1LUhVZkl0R0pBRDduUHZkWXgxUHFuZlp3WERXUzA2X1NGME83VjFkbVJ6VVN5LVdvWjZlMGNiTjctaEZDZz09
r/ethtrader
post
r/ethtrader
2024-05-01
Z0FBQUFBQm0wR3Joekg4ajVsTFVrNm9WQ3FjNVpndzZMS0lzSEMtdlFfZWF6bzBmdGM2SE1pOGJEcUh0SWxSUkNJOEN0eHloSmpxTGNMU1NQWGwzLS1KcXFXejNPbGNvbFE9PQ==
Z0FBQUFBQm0wR3JncmhTWTJ1aUZnZk1faVROVGZ2OUR6RDdWV1h6ckYtdjdLLVlYc2JjWVZzM2hMYkprSFhnSU5iUUI2azA3YWRvQ2Jud2VsLWpXS1BoMlplUGNuYUNiWmtiRUh1VWxFMkFlU0s2MjRmRFRzMU9EdThiV0RMakdlT1pVQXB4clJpWkM2Y21kRkQ5NFJmblJLNUZJUUVON0FUR3JaZVJqeVd6dWJQZzQxWElhSXNvV3VVVzhIQTVtZjIwazZzYU80SGo3VTF0b3FGSUNkc1RTSTFCbDNMZU96QT09
No tbh. I've tried and kicked off. Just to exp to rereg all the time. Not made any money yet
r/bittensor_
comment
r/bittensor_
2024-05-01
Z0FBQUFBQm0wR3JoRG5uZS1nekNFVUIxXzYzMTItU0Y4cVF0ejhRa0IzQU5YZG1nOU1xOGRRRElGWEhfazR4Z09GeXY3c2lsUm9yN0tsODYwOERfUGxqcUE2YndxMlNHVWc9PQ==
Z0FBQUFBQm0wR3JnTFg2QmQtSE5NLVltT0NhYVdqcTdZYzI5eXl4SWl4cm9DMkt5RW8ydmxQck1jNi1IVUo4ajh6MTh3dlpiMEI1S3VsejlfQzFLbjNxV2VMN2NGNktackhVdEpoTWU3VTVEVGZQQ0I5WHVxbmtqRUxRU1JtUHBZcml6UXltZ0tUQ2EySlRnSXNxSkM2ejRhQ1QyWkxDbWpyZGVzbVVPMlk2Z2hqUVZJVE10eTdRPQ==
What do you use? [vast.ai](http://vast.ai) ? I have a couple of 4090 laying around anyway... On what subnet are you mining?
r/bittensor_
comment
r/bittensor_
2024-05-01
Z0FBQUFBQm0wR3JoQzBtRnJvdkFVOVhPTlc2Q3VKTzNlTUI0QmdTbG9HdmJfWjN4cE12WXZEWmNmdW5SUmhlOUFnUjhtbUk1bGM3NHplX0NCcnNvYmwyakZWYVNwYjd6NGc9PQ==
Z0FBQUFBQm0wR3JnOE9PZHBzeU00VXh2Um5ReTN0QnJfV3U4Wm1NdWplemxleFFya0hBRDhncV9MVGY5Sll2bjVZZUJ3X3dXY204WWNZeU5CYUFLcVZNTUsxOVZSWldTZ19ZWXp5V0hsT0pXb2M2MDRYVGZNU3M0OXVLb1RZTGpVdEo4dzRLcVhVRzQzdEtwZ3FSZFprWkZ4Tm5kTUgyLW0zdmpfRTFDQnBubjdwQkZ4ZGdUMFJnPQ==
Yes the guys wants it for nothing, % of mining profits - chatted to him and a bit suss hustle
r/bittensor_
comment
r/bittensor_
2024-05-01
Z0FBQUFBQm0wR3JoRktmSnJzdzhBTlhmZHpyb1ZRY1FIVzYwTEVkXzFSSW8wNjhIQUZLdVdobm81aklDUEExeGhrc3VPMWZYS1BKY21KMlhQeWhJUFZuemZkYTd4YkJmelE9PQ==
Z0FBQUFBQm0wR3JnR0FjbjkwbURveC1RempEUEhLcG5mQXM5RmJrUGJHWlBuWmxlRllxNVh1NWtBZU5oSUtyN0owTVp4dVZ4SUxPejd4X2FoMUoyTHhfQ3Q4YU5PaDlObTZCV0xiSmhBQV9jcTI1UUdxeEp3MWtuTkVlRUFYZjV2ODJPV0NXV1VLUnZTNW9VOXFyZEd1M0VVRm5yaFE0YlRBalNqaXdJY1Q1MWI1UlZzczVseXZoc0ZEcWlMbGx0QW1OZVJ6cFJBZW9w
Happy to help anyone set up a miner or teach people how to mine for a fee. Won't do it for profit share
r/bittensor_
comment
r/bittensor_
2024-05-01
Z0FBQUFBQm0wR3JoaFFPblVBMjJDbVU1UDIxS014Yl93THozejJGLWwtRlp1M2c5dkFMZG8xZ0ZxUFlUY3VjSjhaT3hHV3p1UGFBNlo5QkFaTmVwak9HT2RYcW55cmlOTFE9PQ==
Z0FBQUFBQm0wR3JnTnV1dXZDdXFFSGx1aUwtRXJrSlZ2Z3VSdXpGVmJ1bEc5WFA1YnZJZlllUU9ySDFfZHV4N1F4Nm1aWlBTbzRPSnlLR0hGTUhUV3cxRVIxNjY1WVlrcWJxV01JeHE2S1lWZ250Nm9US0Y1RTl5UzUtNGxhQzN0M1VLdWIwQVNmNUNidmlTQkJhd3VYVHlXZm5tSDdSbm9ieDhBVllacFZBcTRuVW9SbTVJbnFDelZDMWV6TTh3TFd6c2R4UHBBTzNG
r/blackhat
post
r/blackhat
2024-05-01
Z0FBQUFBQm0wR3JoaGRLdFp4UF9JQjc5MlE2ZThHOEtUMmNrY3liYU00Z185OEUyZDlwbFI4ZFF2RVd3X2JHUVpRWUdSbnhzaHdmcnZNVXJCbXA0d0t1aVhGbUJoeDAzanc9PQ==
Z0FBQUFBQm0wR3Jnck5vS1NfZEdzQnFEaXdyLVpqTmZPNnhKMDR2OG94a2dBeTEyM3RSMnJoa1JiQlMwS3AwdFpjS2FyS2NlQkVHa0lkbHpsWFNXYl9xZ2NueFpzd1RROEFyWU9vQmVaZ2VUaldXYkxCYmtzb2FRSXJ5TnpDcklvdzFBSUNMMVVhekotRDcxY1JkSUhKV1YtZUNpSjZoN0dKSGFSTkNDRFZBT0hlOWpjLU5EMjN3QmhhYWRiR3pzcWM2Z1ZsWVU2b29WWmhsbEZFLVRXZmlJenNHbE52NlBrQT09
r/bitcoin
post
r/Bitcoin
2024-05-01
Z0FBQUFBQm0wR3Job29SWjRxTG1TRWVUc1ZqUGkxbi1XOVJMTFUzdUc4eExBWXhlMlMyU3JrTDNSLW5ja2xweGE1cHl6Y29SVUxNUmVlLWlnT0pkanA5bUx1WlNMSDZMY2c9PQ==
Z0FBQUFBQm0wR3JnSFFjY3F1b3BPdURpMDgxNm1VV2hiZnhBd0JMTUFILWwwYnRoRExncmlFWWQwWi1CZjBwS2s1MlVQWkhsTXJ0SjJodTNEYkNId0JEQnFReFhQNl9hUFVLUDdJNGlVQzh2bEZfOFduT0RvUk1uMW5tSW40X1hHdHhLRkNnbFVPdkwzZmxtNFJrU3o5XzNtUnIxQUpobzd3PT0=
Hi everyone, I'm new to PyTorch and wanted to give a shot to this library for deep learning, I mainly learned deep learning with TensorFlow and Keras (not low api). So I created a script similar to mine to train an architecture, in this case Attention Residual Unet, the two architecture have the same parameter size (\~3M). The goal is to segment endothelial cells on images reshaped to 256x256 (500x500 in original format). Here is the code I use to train the architecture : import os from PIL import Image import pickle import pandas as pd import numpy as np from glob import glob import torch from torch import nn from torch.nn import functional as F from torch.utils.data import Dataset, DataLoader from torchvision import transforms from sklearn.model_selection import train_test_split from network import * from loss_function import * H = 256 W = 256 BATCH_SIZE = 16 LEARNING_RATE = 1e-4 NUM_EPOCHS = 5 MODEL_PATH = os.path.join("files", "model.keras") CSV_PATH = os.path.join("files", "log.csv") DATASET_PATH = "/mnt/z/hackathon_2/" DEVICE = torch.device("cuda" if torch.cuda.is_available() else "cpu") class CustomDataset(Dataset): def init(self, X, Y, transform=None): self.X = X self.Y = Y self.transform = transform def len(self): return len(self.X) def getitem(self, idx): x = read_image(self.X[idx]) y = read_mask(self.Y[idx]) if self.transform: x = self.transform(x) y = self.transform(y) return x, y def load_dataset(path, split=0.1): images = sorted(glob(os.path.join(path, "HE/HE_cell", ".png"))) masks = sorted(glob(os.path.join(path, "ERG/ERG_cell", ".png"))) print(f"Found {len(images)} images and {len(masks)} masks") split_size = int(len(images) * split) train_x, valid_x = train_test_split(images, test_size=split_size, random_state=42) train_y, valid_y = train_test_split(masks, test_size=split_size, random_state=42) train_x, test_x = train_test_split(train_x, test_size=split_size, random_state=42) train_y, test_y = train_test_split(train_y, test_size=split_size, random_state=42) return (train_x, train_y), (valid_x, valid_y), (test_x, test_y) def read_image(path): img = Image.open(path).convert('RGB') transform = transforms.Compose([ transforms.Resize((H, W)), transforms.ToTensor(), ]) img = transform(img) return img def read_mask(path): mask = Image.open(path).convert('L') transform = transforms.Compose([ transforms.Resize((H, W)), transforms.ToTensor(), ]) mask = transform(mask) mask = mask.unsqueeze(0) return mask def torch_dataset(X, Y, batch=2): dataset = CustomDataset(X, Y) loader = DataLoader(dataset, batch_size=batch, shuffle=True, num_workers=2, prefetch_factor=10) return loader def train_model(model, criterion, optimizer, train_loader, valid_loader, num_epochs, device): min_val_loss = float("inf") for epoch in range(num_epochs): print(f"Epoch {epoch}/{num_epochs}") model.train() running_loss = 0.0 for inputs, labels in train_loader: inputs = inputs.to(device) labels = labels.to(device) optimizer.zero_grad() outputs = model(inputs) loss = criterion(outputs, labels) loss.backward() optimizer.step() running_loss += loss.item() * inputs.size(0) epoch_loss = running_loss / len(train_loader.dataset) print(f"Train Loss: {epoch_loss:.4f}") model.eval() running_val_loss = 0.0 for inputs, labels in valid_loader: inputs = inputs.to(device) labels = labels.to(device) with torch.no_grad(): outputs = model(inputs) loss = criterion(outputs, labels) running_val_loss += loss.item() * inputs.size(0) epoch_val_loss = running_val_loss / len(valid_loader.dataset) print(f"Validation Loss: {epoch_val_loss:.4f}") if epoch_val_loss < min_val_loss: torch.save(model.state_dict(), "best_model.pth") min_val_loss = epoch_val_loss return model def test_model(model, test_loader, device): model.eval() dice_scores = [] f1_scores = [] jaccard_scores = [] with torch.no_grad(): for inputs, labels in test_loader: inputs = inputs.to(device) labels = labels.to(device) outputs = model(inputs) outputs_np = outputs.detach().cpu().numpy() labels_np = labels.cpu().numpy() dice_scores.append(dice_coefficient(labels_np, outputs_np)) f1_scores.append(f1_score(labels_np.flatten(), outputs_np.flatten(), average='binary')) jaccard_scores.append(jaccard_score(labels_np.flatten(), outputs_np.flatten(), average='binary')) print(f"Test Dice Coefficient: {np.mean(dice_scores):.4f}") print(f"Test F1 Score: {np.mean(f1_scores):.4f}") print(f"Test Jaccard Score: {np.mean(jaccard_scores):.4f}") (train_x, train_y), (valid_x, valid_y), (test_x, test_y) = load_dataset(DATASET_PATH) print("Training on : " + str(DEVICE)) print(f"Train: ({len(train_x)},{len(train_y)})") print(f"Valid: ({len(valid_x)},{len(valid_x)})") print(f"Test: ({len(test_x)},{len(test_x)})") train_dataset = torch_dataset(train_x, train_y, batch=BATCH_SIZE, num_workers=6, prefetch_factor=10) valid_dataset = torch_dataset(valid_x, valid_y, batch=BATCH_SIZE, num_workers=6, prefetch_factor=10) model = R2AttU_Net(img_ch=3, output_ch=1) model.to(DEVICE) optimizer = torch.optim.Adam(model.parameters(), lr=LEARNING_RATE) criterion = DiceLoss() model = train_model(model, criterion, optimizer, train_dataset, valid_dataset, NUM_EPOCHS, DEVICE) total_params = sum(p.numel() for p in model.parameters()) print(f"Number of parameters: {total_params}") And here is the code for the network : [https://github.com/LeeJunHyun/Image\_Segmentation](https://github.com/LeeJunHyun/Image_Segmentation) My loss function are : Did I do something wrong ? One Epoch with keras take \~30-40min with the same parameter, both code are running on RTX 3090, in WSL2 environnement. class DiceLoss(nn.Module): def __init__(self, weight=None, size_average=True): super(DiceLoss, self).__init__() def forward(self,y_true, y_pred, smooth=1e-10, sigmoid=False): if sigmoid: y_pred = F.sigmoid(y_pred) input = y_true.view(-1) target = y_pred.view(-1) intersection = (input * target).sum() return (2. * intersection + smooth) / (input.sum() + target.sum() + smooth) def dice_loss(self,y_true, y_pred): return 1.0 - self.dice_coeff(y_true, y_pred) class DiceBCELoss(nn.Module): def __init__(self, weight=None, size_average=True): super(DiceBCELoss, self).__init__() def forward(self, y_true, y_pred, smooth=1e-10, sigmoid=False): if sigmoid: inputs = F.sigmoid(inputs) inputs = y_true.view(-1) targets = y_pred.view(-1) intersection = (inputs * targets).sum() dice_loss = 1 - (2.*intersection + smooth)/(inputs.sum() + targets.sum() + smooth) bce = F.binary_cross_entropy(inputs, targets, reduction='mean') dice_bce = bce + dice_loss return dice_bce
r/pytorch
post
r/pytorch
2024-05-01
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Z0FBQUFBQm0wR3JnNlFSRlZGd2NSZFhHb2g2OWhTRHRVY3pNeWpUSE5vUEdOY3FVOUxiYmZPQkpBcGgwdXlGYzFUdlpPREJZWkc0Y2h0eFdzclVPNzNaY2FWQU9qMzMzWkZHVEE1b0RhenlvSDhBdWt3RHJTOUdaaFprOWhLbmh0M2FSTnhhaXhPYk1zYjM0bk1KZ0pCam9mNENhOHUxeHNjY0paRkZGaUgyZjJWVEEzZnNFbnFObmF1aVdEbXJ1TmlQSWh3R1o0bkM0
I bought some bitcoin 4 years ago when I started university. I wanted to use it for travelling when I finished. It’s getting to that time now (I need the money by October absolute latest) and I don’t know whether to sell now or wait to see if bitcoin goes up again. I’m on like 70% profit but I guess I’m just getting greedy. What do you think?
r/bitcoinmarkets
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r/BitcoinMarkets
2024-05-01
Z0FBQUFBQm0wR3JoQjJ1N29sand1VXk4bVVNaGtQellwc3lRdlJWeHBtdjg3cG5oUjJiZ0R6eU1LUUhQUFdXU0dNaDdMeHZVTE4teUs1V1BlZmtsQTNjdzh3NzhjVUtVMHc9PQ==
Z0FBQUFBQm0wR3JnNFVuMl9VR2NYVnE3cS00NnJTWk8tblBDY0NDN2dMQWFKb0s2SmRKdUNnQWFtblZmYXdJbV9XMkxCaVRUT0RyUFpDMEtJYkhZM3k2eVVWNlc4TWRReVhIa3FMWW1HMTFDNkt3UFB4MjUycU14T2J4WjJ3a0phVHJrbDhvUkpHaFd2OUx6c1V4WE5YWnNmSlVOZVNtNmlfbHpCVzE2YmdaWGFLdmtDRFBZd3BHUmRGZzlJWGYzeWRsaXdHNndnQVZmaW5FY2swdUtldTZtNGh0dDZZQVJrUT09
I am a data analyst / scientist. Basically r an end user of data that at least is sitting on a platform before I can interrogate it / clean it etc. Have been interviewing for a role that sounds great but they just mentioned that they are in a transition phase and a lot of their important data is still in Excel. I would be in a management position here but have not been in this situation before. How dire is it likely to be? What are generally the options. Have been an observer of migrations from on prem to cloud but not this so not sure what to expect. Any advice?
r/datascience
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r/datascience
2024-05-01
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Z0FBQUFBQm0wR3JnZGRDcDFoa0dFVjBUSi1aRXZuRnJTTktvNDBQbEk3RWJTZ2JSTXVmVEZVSThvX1Q3bkszZkJoUkxudV90NldFV3Y2RzdfR3otUG5ERXFNaWYycFQ1ZkhnUnhQSjcwZVhZa3hCZThuNlZ6cFg4cnBIXzRLSnFlNDVfeV9VUXNIaTFPSURkSU1hLVIwTENldWFkZ0h2SmstT0JBb2ljdHRKcmotN2gxMEJYa2VqWl9MWXRwNFJ6T1VUUlB1eTFsbk43aUN1YWV3Sy1zN3RkLW1TNnhTdlRRdz09
r/ethtrader
post
r/ethtrader
2024-05-01
Z0FBQUFBQm0wR3JoUGVIS19fQlE4VEpESjhCWUhGd01aaVV4YVZ4ekNqWkR3Zmp4ZjM5ZmU5WDI5WFRJRW1zWWNjXzdkM1pCMm1vVXNOazVyaVZYcl8tX3ZVZjhLcjQ3VC13QlZjSzFQdGVLZ2JGak1XSXV5N009
Z0FBQUFBQm0wR3JnUlRKMV9DMjYwbFJiZlRUSkhtR0stU1F1MDB5Vmkxb1lEcXMwTlN1Z2g2QU5aLUIwS2x5NE9vNnFBYjlOVTdVNXBiTnJqX0pfYWtLM1FxUGRoTmRxMDkza2F1d0d3bjRhb2FLOWRENXhNYU1Fdy1aTmZnUTR2OTlNWUs4SnBXMHVlQXhjS3Z1dVBMQk4zVkdtRHNvc3Jtc0Fyc3BRZmU1WFl2WElmeXppRG1vPQ==