concept:tokenization
Tokenization
Tokenization in the context of production machine-learning systems.
Lessons
Formal explanations, examples, simulations, and checkpoints.
Build a transformer from scratch
Text to tensors: tokenization, embeddings, position
Use text to tensors: tokenization, embeddings, position to move the transformer from scratch production brief toward a defensible release.
Build a transformer from scratchScaled dot-product self-attention by hand
Use scaled dot-product self-attention by hand to move the transformer from scratch production brief toward a defensible release.
Courses & assignments
Dependency-authoritative learning units.
Casebook
Reported facts and course reconstructions.