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Machine Learning Curricula · Awesome GitHub Repositories

6 repos

Awesome GitHub RepositoriesMachine Learning Curricula

Structured educational paths covering fundamental and advanced concepts in machine learning, neural networks, and data science.

Explore 6 awesome GitHub repositories matching education & learning resources · Machine Learning Curricula. Refine with filters or upvote what's useful.

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Awesome Machine Learning Curricula GitHub Repositories

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  • practical-tutorials/project-based-learning

    practical-tutorials/project-based-learning

    258,742GitHubView on GitHub↗

    This project is a centralized, community-driven repository of hands-on tutorials designed to facilitate skill acquisition through the practical construction of real-world software applications. It serves as a comprehensive directory that aggregates external documentation and instructional materials, providing a structu

    beginner-projectcppgolang
  • microsoft/Web-Dev-For-Beginners

    microsoft/Web-Dev-For-Beginners

    95,318GitHubView on GitHub↗

    This project is an open-source educational curriculum designed to facilitate technical skill acquisition through a structured, project-based learning framework. It serves as a centralized knowledge base that guides learners through foundational web development concepts, modern programming logic, and advanced technical

    JavaScriptcsscurriculumeducation
  • rasbt/LLMs-from-scratch

    rasbt/LLMs-from-scratch

    85,529GitHubView on GitHub↗

    This repository serves as an educational framework for building large language models from the ground up. It provides a structured curriculum that guides learners through the end-to-end lifecycle of model development, including data processing, architecture design, and optimization. By focusing on low-level implementat

    Jupyter Notebookaiartificial-intelligencechatbot
  • microsoft/ML-For-Beginners

    microsoft/ML-For-Beginners

    83,800GitHubView on GitHub↗

    This project is an open-source educational curriculum designed to provide a structured path for developers to master machine learning and generative AI. It functions as a technical skill development platform, offering comprehensive study materials that guide learners through fundamental concepts, algorithms, and the pr

    Jupyter Notebookdata-scienceeducationmachine-learning
  • d2l-ai/d2l-zh

    d2l-ai/d2l-zh

    75,708GitHubView on GitHub↗

    This project is an open-source, interactive educational platform designed to teach deep learning through a comprehensive, code-first curriculum. It provides a structured learning path that covers foundational mathematics, modern neural network architectures, and practical optimization techniques, enabling practitioners

    Pythonbookchinesecomputer-vision
  • mlabonne/llm-course

    mlabonne/llm-course

    75,340GitHubView on GitHub↗

    This project is a comprehensive educational curriculum and engineering handbook focused on the lifecycle of large language models. It serves as a structured knowledge base for machine learning practitioners, covering the fundamental mathematical and architectural principles of transformer-based sequence modeling, as we

    courselarge-language-modelsllm

Explore sub-tags

  • Data Science CurriculaFoundational training paths for developing competencies in statistical analysis, data manipulation, and machine learning.
  • Deep Learning CurriculaInteractive, hands-on curricula covering the fundamental and advanced concepts of neural networks.
  • Machine Learning MathematicsEducational content covering the fundamental mathematical concepts required to master machine learning.