Home / Curriculum / The eight modules

Eight modules, from The Disciple to The AI Ninja.

Every module runs the same loop: theory, a quiz, a guided lab, then a lab quiz that proves it stuck. Filter by level, or open any module to see its sub-modules, slide list and timings.

All eight modules, in order.

pixels → numbers → a first prediction
01Level 1 · Foundation

The Disciple

Begin your AI journey with fundamental concepts, data understanding, and your first hands-on Python exercises.

6 sub-modules42 slides~462 min
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data in, a working model out
02Level 1 · Foundation

The Predictor

Master probability, statistics and pattern analysis to build your first complete AI model using probabilistic thinking.

8 sub-modules36 slides~404 min
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regularities and trends, found automatically
03Level 2 · First models

The Pattern Apprentice

Master automated detection of regularities, trends and similarities in data using computer algorithms.

6 sub-modules23 slides~317 min
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which inputs actually matter
04Level 3 · Neural networks

The Controller

Understand how AI prioritizes information through weights, vectors and matrices in neural network architectures.

5 sub-modules26 slides~278 min
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layers, weights and signal flow
05Level 3 · Neural networks

The Architect

Apply graph theory to build sophisticated two-layer neural networks inspired by human brain structure.

7 sub-modules32 slides~394 min
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the geometry inside a model
06Level 4 · Optimization

The Explorer

Explore multi-dimensional data structures and advanced linear algebra operations in AI systems.

7 sub-modules35 slides~389 min
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error down, accuracy up
07Level 4 · Optimization

The Optimizer

Master forward and backward propagation in three-layer neural networks using advanced mathematical techniques.

6 sub-modules32 slides~381 min
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a production network you can ship
08Level 5 · Production

The AI Ninja

Build production-ready neural networks using industry-standard tools like Keras and TensorFlow.

9 sub-modules39 slides~548 min
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