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Watching Neural Networks Learn [video]
- allangrant 3y agoA video about neural networks, function approximation, machine learning, and mathematical building blocks. This is a submission for #SoME3 (0:00) Functions Describe the World (3:15) Neural Architecture (5:35) Higher Dimensions (11:55) Taylor Series (15:20) Fourier Series (21:25) The Real World (24:32) An Open Challenge Links and Content: • On Mathematical Maturity, Thomas Garrity: https://youtube.com/watch?v=zHU1xH6Ogs4 https://youtube.com/watch?v=zHU1xH6Ogs4 • Earth Rotation Loop: https://youtube.com/watch?v=aiQdLP2mBJE https://youtube.com/watch?v=aiQdLP2mBJE • Earth Rotation Loop Modeling Shell Surfaces: https://www.geogebra.org/m/xtv7zpn5 https://www.geogebra.org/m/xtv7zpn5 • Fourier Features Paper: https://arxiv.org/abs/2006.10739 https://arxiv.org/abs/2006.10739 • Code for mandelbrot/image approximations: https://github.com/MaxRobinsonTheGreat/mandelbrotnn https://github.com/MaxRobinsonTheGreat/mandelbrotnn • Code for line/surface approximations: https://github.com/MaxRobinsonTheGreat/ManimApproximations https://github.com/MaxRobinsonTheGreat/ManimApproximations