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Free Machine Learning — Learn, Build, Ship

Curated free courses, hands-on tutorials, downloadable datasets, and runnable notebooks to go from concept to model — no cost, no gatekeepers.

Key Features

What we offer

Everything you need to learn and apply machine learning — free, practical, and community-driven.

Curated Courses

Structured learning paths from fundamentals to advanced topics, hand-picked for quality and clarity.

Hands-on Tutorials

Step-by-step, code-first guides with runnable examples in Python, TensorFlow, and PyTorch.

Datasets & Notebooks

Downloadable datasets and ready-to-run notebooks for immediate experimentation.

Featured Courses

Featured Courses

See all tutorials
Introduction to ML
Beginner • 6 weeks

Foundations of supervised and unsupervised learning with practical Python labs.

Deep Learning Practical
Intermediate • Projects

Hands-on CNNs, RNNs, transfer learning and model deployment examples.

Applied ML for Engineers
Intermediate • Case studies

Engineering best practices: model versioning, CI, monitoring, and scaling.

Select Tutorials

Select Tutorials

Short, practical tutorials that get you coding fast.

Data Preprocessing

Feature engineering and pipelines for robust model input.

Open tutorial
Model Interpretability

SHAP, LIME, and other tools to explain predictions.

Open tutorial
Transfer Learning

Adapt pre-trained models for your domain with minimal data.

Open tutorial

Datasets & Tools

Datasets & Tools

Curated, clean, and ready to use
Image Classification Pack

Balanced image sets for classification experiments with labels and sample notebooks.

~10k images
Tabular ML Bundle

High-quality CSV datasets for regression and classification with baseline notebooks.

Multiple domains

Interactive Notebooks

Runnable Notebooks

One-click demos and Binder/Colab-ready notebooks to try models instantly.

Notebook: CNN Image Classifier

Train a convolutional model end-to-end on example dataset.

Notebook: NLP Transformer

Fine-tune a transformer for text classification with transfer learning.

Notebook: Model Monitoring

Simulate drift and visualize model metrics and alerts.

Community & Support

Join the Community

Ask questions, share notebooks, and collaborate in our forum and Discord. Contributor-friendly: submit tutorials, datasets, or course improvements.

  • Forum: Active Q&A and project feedback
  • Discord: Live help and study groups
  • GitHub: Contribute notebooks & fixes
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Weekly roundup: new courses, featured tutorials, datasets, and community highlights.

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How It Works

How freemachinelearning.com works

Open resources, community curation, and reproducible examples.

Curate

We vet learning materials and rank them by clarity, reproducibility, and practical value.

Package

Every tutorial includes runnable notebooks and example datasets for immediate experimentation.

Collaborate

Community contributions keep content fresh; you can propose new materials or improvements.

Get Started

Ready to learn?

Jump into a curated course or open a runnable notebook — start building today.