mni-ml
Understanding machine learning by building it from scratch.
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GPU-Accelerated Matrix Operations with WebGPU
Deep dive into WGSL compute shaders for matrix multiplication, memory layouts, and how TSTorch leverages WebGPU for tensor operations.
Introduction to Automatic Differentiation
Exploring forward and reverse mode automatic differentiation, the chain rule, and building a minimal autograd engine in TypeScript.
Gradient Descent
Intro - What is ML
Optimizing the Math
Transformers