Understand AI deeply enough to build with it.
Learn the intuition, see the mechanics, write the code, and test what you know—all in one focused learning experience.
Self-Attention
How tokens learn what matters
Which words should this token notice?
Attention turns relationships into weights. Stronger relationships contribute more to the next representation.
One connected learning loop
From first intuition to confident application
Every concept is approached from multiple angles, so knowledge becomes useful—not just familiar.
Learn
Build the intuition before meeting the implementation.
Play
Change inputs and watch the idea respond step by step.
Code
Move from the mental model to a working implementation.
Production
Understand trade-offs, failure modes, and real-world use.
Practice
Test recall and turn understanding into durable knowledge.
Simple, flexible access
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