Shypd.aiThe largest open index of AI toolsmachine-learning-list is a Research & Education tool that provides a comprehensive curriculum for learning about foundation models. It offers a structured reading list from scratch to the frontier, focusing on language models and their practical applications.
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The machine-learning-list is a curated curriculum hosted on GitHub, designed to educate individuals on foundation models, with a particular emphasis on language models. It offers a balanced approach, covering both techniques relevant for deploying machine learning in production and strategies for long-term scalability. The curriculum is structured into tiers, allowing users to progress from fundamental concepts like neural networks and gradient descent to advanced topics such as world models, causality, and AI safety. Key areas include Transformers, various foundation model architectures (GPT-2, GPT-3, LLaMA), training and finetuning methods, reasoning and runtime strategies (Chain of Thought, Tree of Thoughts), and applications in science, forecasting, and search. It also delves into practical aspects like production deployment, benchmarks, and datasets, making it a valuable resource for anyone looking to deepen their understanding of modern AI.
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