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Swipe AI · free lessons

Learn AI Fundamentals

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

Start with “What "AI" Actually Means” →

Level 1

What AI Actually Is

  1. 1What "AI" Actually Means→
  2. 2Pattern Matching, Not Magic→
  3. 3Narrow AI vs. General AI→

+ chapter quiz (10 questions) at the end

Level 2

Training Data & Parameters

  1. 4What Training Data Actually Is→
  2. 5Parameters: The Adjustable Numbers→
  3. 6Training vs. Inference→

+ chapter quiz (10 questions) at the end

What More Data & Compute Actually Buys You

  1. 7Diminishing Returns: Why Bigger Isn't Always Better→
  2. 8Narrow Data In, Narrow Results Out→
  3. 9Frozen After Training→

+ chapter quiz (10 questions) at the end

Continue in the app: levels 3–10

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

Level 3🔒 in the app

Neurons, Layers, and Weights · How a Network Actually Learns

Level 4🔒 in the app

Tokens & Next-Word Prediction · Context Windows & Conversations

Level 5🔒 in the app

How Image Generators Work · What "Multimodal" Actually Means

Level 6🔒 in the app

Where Bias Actually Comes From · Common Failure Modes

Level 7🔒 in the app

Rules vs. Learned Behavior · Why You Can't "Debug" an AI Like Normal Code

Level 8🔒 in the app

Kinds of AI Companies & Products · Open Weights vs. Closed Models

Level 9🔒 in the app

Realistic Near-Term Trends · Hype to Stay Skeptical Of

Level 10🔒 in the app

Putting the Mental Model Together · Common Misconceptions, Revisited