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Classroom Contents
CMU Advanced NLP: Text Classification
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- 1 Intro
- 2 Bag of Words
- 3 Algorithm Sketch
- 4 Tensors
- 5 Tensor Data Structure
- 6 initialization
- 7 uniform initialization
- 8 other methods
- 9 model
- 10 computation
- 11 operations
- 12 rectified linear unit
- 13 chain rule
- 14 back propagation
- 15 backward code
- 16 parameter updates
- 17 update sparse
- 18 edigrad
- 19 atom
- 20 training tricks
- 21 overfitting
