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Is Your Machine Learning Model Bingeing on Junk Data?
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9 days ago
Is Your Machine Learning Model Bingeing on Junk Data?
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9 days ago
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On the poll I posted last week, most people said they focused on getting targeted data over just large quantities of data. In response, I published Duality's blog "Is Your Model Bingeing on Junk Data?" here: https://huggingface.co/blog/DualityAI-RebekahBogdanoff/is-your-model-bingeing-on-junk-data
It covers key features of targeted data for successful synthetic data creation and model training.
This is part 1, is this useful to y'all? Would you like more articles like this or on other topics from our experts?
As always, you can start creating your own synthetic data for free on Falcon. It's not Gen AI, its data crafted from digital scenarios, designed to align with a target domain.
Create an account and start generating free data here: https://falcon.duality.ai/secure/scenarios?utm_source=huggingface&utm_medium=post&utm_campaign=blog
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9 days ago
replied to
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9 days ago
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9 days ago
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On the poll I posted last week, most people said they focused on getting targeted data over just large quantities of data. In response, I published Duality's blog "Is Your Model Bingeing on Junk Data?" here: https://huggingface.co/blog/DualityAI-RebekahBogdanoff/is-your-model-bingeing-on-junk-data
It covers key features of targeted data for successful synthetic data creation and model training.
This is part 1, is this useful to y'all? Would you like more articles like this or on other topics from our experts?
As always, you can start creating your own synthetic data for free on Falcon. It's not Gen AI, its data crafted from digital scenarios, designed to align with a target domain.
Create an account and start generating free data here: https://falcon.duality.ai/secure/scenarios?utm_source=huggingface&utm_medium=post&utm_campaign=blog
It covers key features of targeted data for successful synthetic data creation and model training.
This is part 1, is this useful to y'all? Would you like more articles like this or on other topics from our experts?
As always, you can start creating your own synthetic data for free on Falcon. It's not Gen AI, its data crafted from digital scenarios, designed to align with a target domain.
Create an account and start generating free data here: https://falcon.duality.ai/secure/scenarios?utm_source=huggingface&utm_medium=post&utm_campaign=blog
posted
an
update
9 days ago
Post
166
On the poll I posted last week, most people said they focused on getting targeted data over just large quantities of data. In response, I published Duality's blog "Is Your Model Bingeing on Junk Data?" here: https://huggingface.co/blog/DualityAI-RebekahBogdanoff/is-your-model-bingeing-on-junk-data
It covers key features of targeted data for successful synthetic data creation and model training.
This is part 1, is this useful to y'all? Would you like more articles like this or on other topics from our experts?
As always, you can start creating your own synthetic data for free on Falcon. It's not Gen AI, its data crafted from digital scenarios, designed to align with a target domain.
Create an account and start generating free data here: https://falcon.duality.ai/secure/scenarios?utm_source=huggingface&utm_medium=post&utm_campaign=blog
It covers key features of targeted data for successful synthetic data creation and model training.
This is part 1, is this useful to y'all? Would you like more articles like this or on other topics from our experts?
As always, you can start creating your own synthetic data for free on Falcon. It's not Gen AI, its data crafted from digital scenarios, designed to align with a target domain.
Create an account and start generating free data here: https://falcon.duality.ai/secure/scenarios?utm_source=huggingface&utm_medium=post&utm_campaign=blog
published
an
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9 days ago
Article
Is Your Machine Learning Model Bingeing on Junk Data?
By
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replied to
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post
10 days ago
The "as much data as possible" crew has been gaining on both posts lately, but intentional data is winning for both. We have a blog about creating targeted data, should I post it here on HF?
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14 days ago
I posted this question somewhere else, too, and the trend is very similar:
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16 days ago
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2726
When you're looking for data, what's your focus (use the reactions below to vote):
🚀 Getting as many images as you can
🤯 Getting the right type of images (framing, domain, lighting, etc)
I know both are very important, but I'm curious what people would put as #1
🚀 Getting as many images as you can
🤯 Getting the right type of images (framing, domain, lighting, etc)
I know both are very important, but I'm curious what people would put as #1
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20 days ago
Article
Detecting Beyond Sight: Building AI-Enabled SAR Intelligence with Synthetic Data
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NEW ARTICLE: "Detecting Beyond Sight: Building AI-Enabled SAR Intelligence with Synthetic Data"
Synthetic Aperture Radar (SAR) reveals what optical sensors can’t. AI can turn that information into actionable intelligence—but only with the right training data.
In our latest blog, we explore how Falcon’s new virtual SAR sensor solves the SAR data bottleneck for AI development. As the newest addition to Falcon’s sensor library, it models radar returns with precision—including azimuth, range resolution, signal intensity, and noise. This Falcon-specific, GPU-accelerated raytraced SAR model is exposed via Falcon’s Python API, giving teams precise, control over radar wave propagation and enabling physically grounded, highly customizable, and user-friendly SAR simulation.
The result? High-fidelity, automatically labeled synthetic SAR imagery from any scenario—on demand. No custom setup. No external workflows. Just mission-ready data for building AI models across defense, disaster response, agriculture, intelligence, and beyond.
📡 Read how it works → https://huggingface.co/blog/DualityAI-RebekahBogdanoff/ai-enabled-sar-intelligence-synthetic-data
Synthetic Aperture Radar (SAR) reveals what optical sensors can’t. AI can turn that information into actionable intelligence—but only with the right training data.
In our latest blog, we explore how Falcon’s new virtual SAR sensor solves the SAR data bottleneck for AI development. As the newest addition to Falcon’s sensor library, it models radar returns with precision—including azimuth, range resolution, signal intensity, and noise. This Falcon-specific, GPU-accelerated raytraced SAR model is exposed via Falcon’s Python API, giving teams precise, control over radar wave propagation and enabling physically grounded, highly customizable, and user-friendly SAR simulation.
The result? High-fidelity, automatically labeled synthetic SAR imagery from any scenario—on demand. No custom setup. No external workflows. Just mission-ready data for building AI models across defense, disaster response, agriculture, intelligence, and beyond.
📡 Read how it works → https://huggingface.co/blog/DualityAI-RebekahBogdanoff/ai-enabled-sar-intelligence-synthetic-data
posted
an
update
20 days ago
Post
2068
NEW ARTICLE: "Detecting Beyond Sight: Building AI-Enabled SAR Intelligence with Synthetic Data"
Synthetic Aperture Radar (SAR) reveals what optical sensors can’t. AI can turn that information into actionable intelligence—but only with the right training data.
In our latest blog, we explore how Falcon’s new virtual SAR sensor solves the SAR data bottleneck for AI development. As the newest addition to Falcon’s sensor library, it models radar returns with precision—including azimuth, range resolution, signal intensity, and noise. This Falcon-specific, GPU-accelerated raytraced SAR model is exposed via Falcon’s Python API, giving teams precise, control over radar wave propagation and enabling physically grounded, highly customizable, and user-friendly SAR simulation.
The result? High-fidelity, automatically labeled synthetic SAR imagery from any scenario—on demand. No custom setup. No external workflows. Just mission-ready data for building AI models across defense, disaster response, agriculture, intelligence, and beyond.
📡 Read how it works → https://huggingface.co/blog/DualityAI-RebekahBogdanoff/ai-enabled-sar-intelligence-synthetic-data
Synthetic Aperture Radar (SAR) reveals what optical sensors can’t. AI can turn that information into actionable intelligence—but only with the right training data.
In our latest blog, we explore how Falcon’s new virtual SAR sensor solves the SAR data bottleneck for AI development. As the newest addition to Falcon’s sensor library, it models radar returns with precision—including azimuth, range resolution, signal intensity, and noise. This Falcon-specific, GPU-accelerated raytraced SAR model is exposed via Falcon’s Python API, giving teams precise, control over radar wave propagation and enabling physically grounded, highly customizable, and user-friendly SAR simulation.
The result? High-fidelity, automatically labeled synthetic SAR imagery from any scenario—on demand. No custom setup. No external workflows. Just mission-ready data for building AI models across defense, disaster response, agriculture, intelligence, and beyond.
📡 Read how it works → https://huggingface.co/blog/DualityAI-RebekahBogdanoff/ai-enabled-sar-intelligence-synthetic-data
published
an
article
20 days ago
Article
Detecting Beyond Sight: Building AI-Enabled SAR Intelligence with Synthetic Data
By
•
•
4
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their
post with ❤️🚀🔥
20 days ago
Post
820
Excuse the lag, it's from the real-time inference from the webcam đź‘€ . Did you know that YOLOv11 added Streamlit for live object detection straight from your webcam?
📸 Learn about live inference with YOLOv11 and the Streamlit Application -
https://docs.ultralytics.com/guides/streamlit-live-inference/
🥫 Join the mentioned Kaggle competition here -
https://www.kaggle.com/competitions/multi-class-object-detection-challenge/overview
đź‘€ Checkout Duality AI -
https://www.duality.ai/?utm_source=hf&utm_medium=post&utm_campaign=video
🫡 Checkout 3LC.AI -
https://3lc.ai/
📸 Learn about live inference with YOLOv11 and the Streamlit Application -
https://docs.ultralytics.com/guides/streamlit-live-inference/
🥫 Join the mentioned Kaggle competition here -
https://www.kaggle.com/competitions/multi-class-object-detection-challenge/overview
đź‘€ Checkout Duality AI -
https://www.duality.ai/?utm_source=hf&utm_medium=post&utm_campaign=video
🫡 Checkout 3LC.AI -
https://3lc.ai/
posted
an
update
21 days ago
Post
820
Excuse the lag, it's from the real-time inference from the webcam đź‘€ . Did you know that YOLOv11 added Streamlit for live object detection straight from your webcam?
📸 Learn about live inference with YOLOv11 and the Streamlit Application -
https://docs.ultralytics.com/guides/streamlit-live-inference/
🥫 Join the mentioned Kaggle competition here -
https://www.kaggle.com/competitions/multi-class-object-detection-challenge/overview
đź‘€ Checkout Duality AI -
https://www.duality.ai/?utm_source=hf&utm_medium=post&utm_campaign=video
🫡 Checkout 3LC.AI -
https://3lc.ai/
📸 Learn about live inference with YOLOv11 and the Streamlit Application -
https://docs.ultralytics.com/guides/streamlit-live-inference/
🥫 Join the mentioned Kaggle competition here -
https://www.kaggle.com/competitions/multi-class-object-detection-challenge/overview
đź‘€ Checkout Duality AI -
https://www.duality.ai/?utm_source=hf&utm_medium=post&utm_campaign=video
🫡 Checkout 3LC.AI -
https://3lc.ai/