Machine Learning Coding

Coding Resources

ML

• [deep-ml.com] Problem Explorer

• https://www.neuraprep.com/

Python

• [pythontutorial.net] Advanced Python

• [codechef.com] Advanced Python

• [codechef.com] Python Coding Challenges

• [pythonspeed.com] Articles: Speed up your data science and scientific computing code

Numpy

• [numpy.org] Numpy Tutorials

• [codechef.com] Learn NumPy - Practice Problems and Challenges

• [hackerrank.com] Numpy Challenges

Pandas

• [pandas.pydata.org] Getting started tutorials

• [pandas.pydata.org] User Guide

• [leetcode.com] Introduction to Pandas

• [leetcode.com] 30 Days of Pandas

• [codechef.com] Learn Pandas - Practice Problems and Challenges

Matplotlib

• [codechef.com] Visualise data using Matplotlib

PyTorch

• [pytorch.org] PyTorch Tutorials

• [rush-nlp] Tensor Puzzles

• [cs230.stanford.edu] Introduction to Pytorch Code Examples

• [Book] Learn PyTorch for Deep Learning: Zero to Mastery

• [github.com] The Incredible PyTorch

• [blog.ezyang.com] PyTorch internals

Hugging Face

• [huggingface.co] Hugging Face Documentations

SQL

• [leetcode.com] SQL 50

Tensors

• [einsum.joelburget.com] Einsum in Depth

Implementation

• [dev.to] Implementing DeekSeek-R1 GRPO in Apple MLX framework

• [magazine.sebastianraschka.com] Coding LLMs from the Ground Up: A Complete Course