Swipe
SwipeSwipe
Swipe Apps

Paths

Motivation

Information

Swipe AI · free lessons

Learn Machine Learning Fundamentals

9 short lessons from the first two levels of the Machine Learning Fundamentals track — real examples, quick checks and a quiz after every chapter. About 5 minutes each.

Start with “The Three Ways Machines Learn” →

Level 1

Level 2

Continue in the app: levels 3–10

The full Machine Learning Fundamentals track goes much further. Here's what comes next:

Level 3🔒 in the app

Clustering · Dimensionality Reduction, Conceptually

Level 4🔒 in the app

Overfitting: Memorizing Instead of Learning · Underfitting and Finding the Right Fit

Level 5🔒 in the app

Beyond Just "Accuracy" · Different Mistakes Cost Differently

Level 6🔒 in the app

What a Feature Actually Is · Garbage In, Garbage Out, In Practice

Level 7🔒 in the app

Decision Trees · Nearest-Neighbor and Simple Regression Lines

Level 8🔒 in the app

Agent, Environment, and Reward · The Exploration vs. Exploitation Trade-off

Level 9🔒 in the app

What ML Actually Needs to Work Well · When Simple, Deterministic Rules Beat ML Entirely

Level 10🔒 in the app

The Machine Learning Workflow, Tied Together · Common Misconceptions, Revisited