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Source channel @githubtrending · Post #14627 · Apr 24

#jupyter_notebook DINOv2 is a powerful AI model from Meta AI that learns to understand images without needing labeled data, using self-supervised learning. It was trained on 142 million images and creates strong visual features that work well for many tasks like image classification, depth estimation, and segmentation without extra fine-tuning. You can use its pretrained models easily with simple classifiers, saving time and effort. DINOv2 is efficient, scalable, and performs better than many other models, making it great for building versatile computer vision applications quickly and accurately. It’s open-source and ready to use with PyTorch. https://github.com/facebookresearch/dinov2

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AI & Law

@ai_and_law · Post #202 · 12/28/2023, 08:04 AM

USA: New Bill Proposes Transparency Rules for AI Training Data Hello everybody! In US a new AI Foundation Model Transparency Act have been introduced. The aim is to ensure transparency in the usage of copyrighted data in training AI models. Companies developing foundation models must reveal the sources of their training data. This move is geared towards informing copyright holders if their data has been utilized. The bill tasks the Federal Trade Commission (FTC) to collaborate with the National Institute of Standards and Technology (NIST) in establishing rules for reporting training data transparency. Companies must disclose the origin of training data, how it's retained during inference, model limitations or risks, alignment with NIST’s AI Risk Management Framework, and adherence to federal standards. AI developers are required to report efforts to "red team" the model, especially in areas like medical queries, cybersecurity, elections, and services impacting vulnerable populations. This bill complements the Biden administration’s AI executive order, reinforcing the push for standardized reporting in AI models. The bill is yet to go through committee discussions, and its fate before the election campaign season remains uncertain. #AIlaw#CopyrightData#Legislation#TechNews#AIRegulation