Machine Learning 101

Getting Started

Learn machine learning through interactive experimentation. No installation required!

Start Learning
1

Choose Your Learning Path

Select a path based on your experience level and goals.

Complete Beginner

New to ML? Start here with the fundamentals.

Includes:
  • Linear Regression
  • Feature Scaling
  • Gradient Descent

Quick Overview

Have some ML knowledge? Get a refresher.

Includes:
  • Linear Regression
  • Logistic Regression
  • K-Means

Deep Dive

Want comprehensive understanding? Cover everything.

Includes:
  • All Preprocessing
  • All Regression
  • All Classification
2

Explore a Module

Each module has three sections to help you learn effectively.

Content

Read explanations of key concepts and how the algorithm works.

Read this first to understand what you're about to experiment with.

Interactive

Adjust parameters, train models, and see real-time visualizations.

Experiment freely—you can't break anything!

Quiz

Test your understanding with questions and get immediate feedback.

Aim for 80%+ to ensure you've grasped the concepts.
3

Experiment with Parameters

The best way to learn is by doing. Try these experiments:

  • Start with default settings to see baseline behavior
  • Change one parameter at a time to understand its effect
  • Try extreme values to see what happens
  • Switch between datasets to see how the algorithm adapts
  • Compare results with different parameter combinations
4

Track Your Progress

Your learning journey is automatically saved.

  • Completed modules are marked with checkmarks
  • Quiz scores are saved for each module
  • Bookmark interesting configurations
  • Resume where you left off
  • View your progress dashboard anytime

Pro Tips for Success

Read Tooltips

Hover over any control or term to see helpful explanations.

Use Reset

Click Reset to return to default settings anytime.

Keyboard Shortcuts

Press "?" to see all available keyboard shortcuts.

Take Your Time

Learning ML takes practice. Don't rush—experiment and explore!

Start First Module

Begin with Linear Regression

Read FAQ

Common questions answered

Track Progress

View your learning journey

Ready to Start Learning?

Join thousands of learners building intuition for machine learning through interactive experimentation.

Explore All Modules