ML // Audio // Coding
Learning Resources

  • FluCoMa

    A TOOLKIT FOR ML, AUDIO, AND CREATIVE CODING

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  • Google Magenta

    GOOGLE’S ML AND AUDIO TOOLKIT

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  • StatQuest

    A FANTASTIC YOUTUBE PLAYLIST INTRODUCING ML CONCEPTS

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  • W3Schools Machine Learning

    LEARN FUNDAMENTALS OF MACHINE LEARNING AND TENSORFLOW FOR FREE

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  • W3Schools Basic Python

    LEARN FUNDAMENTALS OF PYTHON FOR FREE

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  • ExecuteProgram Python

    AN EXCELLENT PYTHON COURSE IF YOU HAVE PROGRAMMED BEFORE, NOT FREE

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  • Papers With Code

    A REPOSITORY OF ML PUBLICATIONS ALONGSIDE CODE EXAMPLES. ALSO INCLUDES THOUSANDS OF DATASETS FOR USE WITH ML.

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  • Huggingface Audio Course

    HUGGINGFACE IS A RICH REPOSITORY OF OPEN-SOURCE ML MODELS. THEY HOST A FREE AUDIO ML COURSE.

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  • A Composer's Guide to Creating with Generative Neural Networks

    A SOFTWARE CONFERENCE TALK BY MOLLY JONES ABOUT GENERATING MUSICAL AUDIO WITH NEURAL NETS

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  • IBM AI Explainer

    AN ARTICLE SERIES PROVIDING A CONCEPTUAL OVERVIEW OF AI

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  • Harvard's History of AI

    A BRIEF HISTORY OF AI

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  • MIT News' History of Neural Nets

    A HISTORY OF NEURAL NETWORKS

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  • 3Blue1Brown

    A MATHEMATICAL INTRODUCTION TO NEURAL NETWORKS

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  • Scikit-learn Tutorials

    SCIKIT-LEARN IS THE PREMIERE PYTHON LIBRARY FOR STATISTICS, DATA SCIENCE, AND MACHINE LEARNING

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  • Librosa

    LIBROSA IS A FULL-FEATURED PYTHON LIBRARY FOR AUDIO ANALYSIS AND MANIPULATION

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  • TensorFlow Tutorials

    LEARN TENSORFLOW, ONE OF THE TWO PYTHON LIBRARIES FOR NEURAL NETWORKS (PYTORCH IS THE OTHER)

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  • PyTorch Tutorials

    LEARN PYTORCH, ONE OF THE TWO PYTHON LIBRARIES FOR NEURAL NETWORKS (TENSORFLOW IS THE OTHER)

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