Lin517: Natural Language Processing
Course materials for Fall 2022’s Natural Language Processing Course at University of Kentucky.
| Date | Title | Categories |
|---|---|---|
| 2022-08-20 | Mathematical Notation | |
| 2022-08-22 | Reading a Technical Paper | |
| 2022-08-24 |
What is NLP? (for this course) |
intro |
| 2022-08-31 | Data Sparsity | data |
| 2022-09-02 | Starting Python | python |
| 2022-09-06 | Data Processing | data |
| 2022-09-09 | Lists and Dictionaries | python |
| 2022-09-13 | Addendum | data |
| 2022-09-13 | Lemmatizing and Stemming | data |
| 2022-09-16 | Loops Etc. | python |
| 2022-09-23 | Comprehensions and Useful Things | python |
| 2022-09-28 | ngram Language Models | ngram |
| 2022-09-30 | Making and Counting Bigrams | python |
| 2022-10-03 | Evaluating models | models |
| 2022-10-10 | ngrams - Perplexity | ngram,models |
| 2022-10-11 | ngram - Smoothing | ngram |
| 2022-10-14 | Functions | |
| 2022-10-26 | Word Vectors - Concepts | word vectors |
| 2022-11-01 | Term-Document and Term-Context matrices | word vectors |
| 2022-11-07 | word2vec | word vectors |
| 2022-11-14 | Gradient Descent | Neural Networks |
| 2022-11-16 | Matrix Multiplication | Neural Networks |
| 2022-11-21 | Neural Nets | Neural Networks |
| 2022-11-27 | Additional Neural Network Concepts | Neural Networks |
| 2022-12-05 | Sequence Models | Neural Networks |
| Transformers | ||
| Word Vectors | word vectors |
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