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Understanding LLMs & Ideating A Decentralized Approach To Solve Challenges

  • Large Language Learning Models (LLMs) like GPT4 and BERT have become integral in powering up AI, leading to advancements in machine learning (ML) and natural language processing (NLP).
  • NLP involves understanding and generating human languages through training massive datasets with deep learning architectures and transformer models, based on components like self-attention mechanisms and neural networks.
  • LLMs undergo pre-training, supervised training, and transfer learning phases before inference and generation, addressing challenges like computational resources, bias, ethics, and interpretability.
  • The concept of decentralized AI (DeAI) with Oasis Labs' privacy-focused technologies like decentralized confidential computation (DeCC) and ROFL framework offers a solution to traditional centralized LLM challenges, ensuring privacy, integrity, and fairness in AI models.

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