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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 #369 · 08/07/2024, 07:04 AM

AI Music Startups Defend Fair Use Amid Copyright Lawsuits AI music startups Suno and Udio are pushing back against copyright infringement lawsuits from major record labels, claiming their methods fall under fair use. They argue that their AI models, trained on copyrighted music, encourage innovation and competition within the industry. The Recording Industry Association of America (RIAA) filed lawsuits in June, accusing Suno and Udio of massive unlicensed copying. The startups assert that using sound recordings to teach AI models new musical patterns aligns with copyright law's intent to foster new artistic expressions. They contend that their practices are akin to learning and not infringing. In defense, Suno likened their training approach to a child learning to create new music by listening to existing tracks. Both companies maintain that major labels misunderstand the technology and are attempting to stifle competition. The RIAA, however, argues that the startups have failed to obtain proper consent for using copyrighted works, threatening the livelihoods of original artists. #AI#CopyrightLaw#FairUse#LegalTech#AIandLaw#RIAA#ArtificialIntelligence