How I Built a Deep Learning Library from Scratch Using Only Python, NumPy & Math

Motivation and Goals Abstraction layers of Machine Learning Libraries Comparing this project to PyTorch for the same functionality Efficiency vs Learning Technical Design Tensor Class Tensor-level Operations Function class Computational Graph Tensor.backward() NN Module Functional Module Optimizer Additional Thoughts Project link: https://github.com/workofart/ml-by-hand I recently started working…