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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 #178 · 12/01/2023, 08:04 AM

US: FTC Empowered in AI Oversight Move Hello, everybody! In a unanimous vote, the US Federal Trade Commission (FTC) has granted itself authority to demand documents in investigations of products and services claiming AI use. The decision allows the issuance of civil investigative demands (CIDs) during probes into corporate AI activities, streamlining the investigative process. This power, effective for a decade, aims to expedite investigations amid the growing role of AI in trade regulation cases. The FTC highlights the potential for AI to be misused for fraud, deception, privacy infringements, and unfair practices, necessitating robust oversight. As part of its heightened interest in AI, the FTC has initiated the "FTC Voice Cloning Challenge" to combat voice deepfakes. With a $25,000 prize for winning ideas, the challenge seeks multidisciplinary approaches to detect AI-generated audio. This move reflects the FTC's commitment to addressing the abuse of AI algorithms that mimic voices for fraudulent activities, such as unauthorized access to sensitive information or extortion scams. The challenge aims to encourage innovation while warning of potential regulatory actions if effective solutions don't emerge. #AIandLaw#FTC#AIOversight#VoiceCloningChallenge