Learning resources
Guides for learning AI properly
Not what AI is. How to learn it. Where to start, what order to take things in, and how to tell whether you have understood something or merely recognize the words.
- 8guides
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Start here
For anyone at the beginning, whatever their age or background.
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Start learning AI with no background
What you genuinely need first, and the four beliefs that stop most beginners before they start.
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What to learn first, and why the order matters
Why "just start with a project" fails for this subject, and the five-stage order that makes each idea land.
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How to tell whether you actually understand something
Recognition feels exactly like knowledge. Five tests you can run on yourself in a minute each.
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Why you forget, and what to do about it
Spacing, retrieval and interleaving, and the study habits that only feel productive.
For working professionals
For using AI well in a real job, not passing an exam about it.
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Learning AI while holding down a full-time job
How thirty minutes a day beats a heroic weekend, and how to stop starting over.
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Knowing when not to use AI
Seven situations where reaching for the model is the wrong move, the judgment no vendor teaches.
Beyond the guides
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How the course is built
The rules every lesson has to satisfy before it ships.
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