Learning Resources

Knowledge bank

Interactive explainers, step-by-step walkthroughs, and curated notes that make hard ideas easier to reason about. Each lesson includes live visualizations you can poke at, knowledge checks to test your understanding, and deep-dive panels for when you want the full story.

1 lesson live4 coming soon

Available now

Coming soon

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Backpropagation

The chain rule, visualized step by step

GradientsChain ruleNeural networks
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Tokenization

BPE vs WordPiece vs SentencePiece — what really happens

BPESub-wordVocabulary
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Embeddings

From words to vectors — how meaning gets a coordinate

Word2VecCosine similaritySemantic space
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Loss Functions

Cross-entropy, MSE, and friends — interactive comparisons

Cross-entropyMSEOptimization