Shypd.aiThe largest open index of AI toolsmachine-learning-and-simulation is an Open Source educational resource that provides handwritten notes and source code files for Machine Learning & Simulation YouTube videos. It covers topics from math basics to advanced simulation techniques in both English and German.
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machine-learning-and-simulation is a comprehensive GitHub repository offering handwritten notes and source code files that accompany YouTube videos on Machine Learning & Simulation. This resource caters to a broad audience, providing materials in both English and German. Key topics include foundational math for ML, essential probability functions, probabilistic machine learning (like VAEs and GANs), miscellaneous computer science topics, sparse matrices, continuum mechanics, automatic differentiation, Fenics tutorials, and various simulations implemented in Python or Julia. The repository also outlines future topics such as tensor calculus, ODEs, PDEs, and advanced machine learning techniques, making it a valuable learning hub for students and professionals alike.
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