Module 07
Natural Language Processing
The bridge between classical ML and the LLM era. Do not skip the pre-transformer half — it is where the evaluation instincts come from.
11 topics ~55 h estimated learning time
Comes after06. Deep Learning
Unlocks08. Large Language Models
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- 7.1 Text preprocessing and tokenization
Foundation · 4 h
- 7.2 Bag of words, TF-IDF and n-grams
Foundation · 4 h
- 7.3 Word embeddings
Core · 5 h
- 7.4 Sequence labelling
Core · 4 h
- 7.5 Text classification end to end
Core · 5 h
- 7.6 The Transformer architecture in full
Core · 8 h
- 7.7 Encoder models: BERT and family
Core · 5 h
- 7.8 Decoder models: the GPT family
Core · 5 h
- 7.9 Seq2seq tasks
Core · 5 h
- 7.10 Hugging Face ecosystem
Core · 6 h
- 7.11 Evaluating NLP systems
Core · 4 h