From Text to Tokens: WordPiece & Input Representations
Before any loss is computed: WordPiece splits, the sum of token + segment + position embeddings, and the [CLS]/[SEP] plumbing.
Playlist by @bert_pretraining_turn
9 tracks, shared on Audicious.
- WordPiece Tokenization — Hugging Face
- LLM Tokenizers Explained: BPE Encoding, WordPiece and SentencePiece — DataMListic
- WordPiece Tokenization in NLP — TechViz - The Data Science Guy
- Byte Pair Encoding Tokenization — Hugging Face
- Understanding BERT Embeddings and Tokenization | NLP | HuggingFace| Data Science | Machine Learning — Rohan-Paul-AI
- BERT Research - Ep. 2 - WordPiece Embeddings — InnerWorkingsAI
- What makes LLM tokenizers different from each other? GPT4 vs. FlanT5 Vs. Starcoder Vs. BERT and more — Jay Alammar
- How to Build a Bert WordPiece Tokenizer in Python and HuggingFace — James Briggs
- Let's build the GPT Tokenizer — Andrej Karpathy