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Introduction
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Classroom Contents
CMU Multilingual NLP 2020 - Text Classification and Sequence Labeling
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- 1 Introduction
- 2 Text Classification
- 3 Sequence labeling
- 4 Span labeling
- 5 Text segmentation
- 6 extractor
- 7 predictor
- 8 classification
- 9 alternative methods
- 10 what are neural networks
- 11 computation graphs
- 12 Graph construction
- 13 Backpropagation
- 14 Neural Network Framework
- 15 Recurrent Neural Networks
- 16 FeedForward Neural Networks
- 17 featurizing a sequence
- 18 rnns
- 19 rnn
- 20 Summary
- 21 Multilingual Labeling
- 22 Language Identification
- 23 Text Classification Data Sets
- 24 Sequence Labeling Data Sets
- 25 Named Entity Recognition Data Sets
- 26 Composite Benchmarks
- 27 Class Discussion