ML Algorithms

Machine Learning Demystified

See how fundamental machine learning algorithms work through interactive visualizations. Click, drag, and explore — learning by doing is the best way to build intuition.

What you'll learn

How regression finds patterns in data
How clustering groups similar items
How decision trees make predictions
How neural networks learn from errors
How optimization finds minimum values
How to balance model complexity

Choose an algorithm to explore

Tips for learning

  • Start with Linear Regression — it's the foundation for understanding more complex models
  • Add points and drag them around — watch how the model responds to changes in real-time
  • Try different scenarios — each algorithm has pre-built examples to demonstrate key concepts
  • Read the "Key Concepts" section — understand the theory behind what you're seeing

All algorithms run entirely in your browser — no data is sent to any server.