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Aug 25 |
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LAB: Python warm-up and NLTK |
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Aug 28 |
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Regular expressions Slides |
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Sept 6 |
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Information theory Slides |
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Sept 8 |
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LAB: Autoregressive text generation |
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Sept 11 |
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Ngrams, language statistics Slides |
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Sept 13 |
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Language models, smoothing |
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Sept 15 |
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Linear interpolation |
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Sept 18 |
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Finish linear interpolation; begin parts of speech Slides |
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Sept 20 |
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Introduction to hidden Markov models Slides |
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Sept 27 |
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LAB: HMMs on character-level states |
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Oct 2 |
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LAB: Recursive descent |
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Oct 6 |
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LAB: Spelling correction |
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Oct 20 |
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Bag-of-words model; text classification Slides |
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Oct 23 |
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Naive Bayes classification Slides |
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Oct 25 |
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Lab: NBC and sentiment analysis |
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Oct 30 |
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Stylometry and authorship attribution Slides |
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Nov 6 |
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Vector semantics and embeddings Slides |
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Nov 8 |
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No class---assignment work day |
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Nov 17 |
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LAB: Neural net language models |
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Nov 27 |
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Machine translation Slides |
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Nov 29 |
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LAB: Machine translation |
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Dec 4 |
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Large language models |
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