- Introduction to natural language processing
- Text normalization, units and edit distance
- Language modelling with N-grams
- Entropy and perplexity (advanced)
- Hidden Markov models
- Expectation maximization (advanced)
- Word embeddings
- An introduction to neural networks
- Recurrent neural networks
- Encoder-decoder models and attention
Herman Kamper, 2022–2023.
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