Homemade Machine Learning
Python examples of popular ML algorithms with interactive Jupyter demos.
CourseLearningWebFree
4.7Visit
Course
ML From Scratch
Bare bones NumPy implementations of machine learning models and algorithms.
Day 43 since launch · Launched 25 August 2026
Made by Shushant LakhyaniKnow about Shushant Lakhyani hereGet all my visual guides hereSee what I can build for youAI+Tech+No-Code+Online Business Mini GuidesJoin the newsletter
Made by Shushant LakhyaniKnow about Shushant Lakhyani hereGet all my visual guides hereSee what I can build for youAI+Tech+No-Code+Online Business Mini GuidesJoin the newsletterBuilt with love by Shushant Lakhyani. Building bestproductivityresources.com
Screenshot or bookmark this page so you find it later, then share it with your network.
What is ML From Scratch?
ML-From-Scratch is a collection of accessible, bare-bones NumPy implementations of machine learning models and algorithms — from linear regression to deep learning — with a focus on readability and learning.
Pros
- Covers a huge range of algorithms
- Readable NumPy-only code
- Great bridge from theory to practice
Cons
- Not optimised for performance
- Learning resource, not a library to ship
Who should use ML From Scratch
Students and engineers learning how ML algorithms work under the hood.
Who may not need it
Practitioners needing production-grade performance.
ML From Scratch alternatives
Similar resources to ML From Scratch, picked from the directory.
Train LLM From Scratch
A straightforward method for training your LLM, from downloading data to generating text.
CourseLearningCross-PlatformFree
4.7Visit
micrograd
A tiny scalar-valued autograd engine with a PyTorch-like API.
CourseLearningWebFree
4.8Visit
fast.ai
Practical deep learning courses for coders.
CourseLearningWebFree
4.8Visit
Made With ML
Learn to develop, deploy and iterate on production-grade ML applications.
CourseLearningWebFree
4.8Visit
AI Expert Roadmap
Roadmap to becoming an Artificial Intelligence expert.
CourseLearningWebFree
4.7Visit
Free alternatives to ML From Scratch
Free resources that cover similar ground.
Spinning Up in Deep RL
OpenAI's educational resource for learning deep reinforcement learning.
CourseLearningWebFree
4.7Visit
Machine Learning Systems (Harvard CS249r)
Harvard's open textbook on ML systems, agentic AI and physical AI.
BookLearningWebFree
4.5Visit
FinAI Research
Evidence-first AI workflow for economic and financial research: from topic to verifiable LaTeX draft.
AI ToolResearchmacOS, WindowsFree
4.2Visit
Dive into Deep Learning
Interactive deep learning book with code, math and discussions.
CourseLearningWebFree
4.9Visit
Neural Networks: Zero to Hero
Karpathy's course building neural networks from scratch, step by step.
CourseLearningWebFree
4.9Visit
AI Agents for Beginners
Microsoft's free 18-lesson course to start building AI agents.
CourseLearningWebFree
4.8Visit
Featured on Best Productivity Resources
Made ML From Scratch? Add this free badge to your website or README. It links to this page.
<a href="https://bestproductivityresources.com/resources/ml-from-scratch" target="_blank" rel="noopener"><img src="https://bestproductivityresources.com/badges/featured-light.svg" alt="Featured on Best Productivity Resources" width="250" height="54" /></a>