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Tokenization, Embeddings & Representation

How text is converted into a format LLMs can understand.

4 days

Topics in this Chapter

1

Subword Tokenization (BPE, WordPiece)

Solving the out-of-vocabulary problem with subword units.

2

The Tokenizer Pipeline

From raw text to a list of integer IDs.

3

Embedding Matrices

The lookup table that maps token IDs to dense vectors.

4

Contextual vs. Static Embeddings

How Transformers create dynamic representations unlike Word2Vec.

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