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Source channel @githubtrending · Post #14993 · Jul 24

#jupyter_notebook Retrieval Augmented Generation (RAG) helps large language models (LLMs) answer questions using up-to-date or private information by connecting them to external data sources, unlike fine-tuning which retrains the model on specific data. RAG is useful when you need current, dynamic information without costly retraining, making it ideal for tasks like customer support or knowledge management. Fine-tuning is better for deep expertise in a specialized field but requires more data and effort. Using RAG lets you get accurate, relevant answers quickly by combining the model’s language skills with fresh, specific data, improving usefulness and reliability. https://github.com/langchain-ai/rag-from-scratch

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AI & Law

@ai_and_law · Post #200 · 12/26/2023, 08:04 AM

FTC bans Rite Aid from using AI facial recognition in stores for 5 years Hello everybody! The US Federal Trade Commission (FTC) has barred American drugstore giant Rite Aid from utilizing AI facial recognition technology for surveillance purposes over the next five years. The FTC intervened as Rite Aid allegedly "failed to implement reasonable procedures" in deploying facial recognition across 200 stores over eight years. Rite Aid's facial recognition system, designed to identify past shoplifters, resulted in numerous false positives. Tens of thousands of individuals were included, often with low-quality images from various sources, leading to unwarranted confrontations and police interventions, disproportionately impacting people of color. Rite Aid is mandated to delete collected images, algorithms, and related products, notify consumers, enhance data security measures, and provide clear notices regarding any biometric surveillance technology in stores. Rite Aid, while agreeing to the FTC settlement, expressed fundamental disagreement with the facial recognition allegations. The company halted the technology's use three years prior to the FTC investigation and commits to fortifying information security practices. #AILaw#PrivacyRights#FacialRecognition#FTC#RiteAid#LegalTech