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lines changed- Additional-Final Project Report
- Additional-Final project poster session
- Additional-Project Milestone
- Additional-Python review session
- Lecture 01 Introduction and Word Vectors
- Assignment 1
- Gensim word vectors example
- Suggested Readings
- Lecture 02 Word Vectors 2 and Word Senses
- Additional Readings
- Suggested Readings
- Lecture 03 Word Window Classification, Neural Networks, and Matrix Calculus
- Additional Readings
- Assignment 2
- Suggested Readings
- Lecture 04 Backpropagation and Computation Graphs
- Suggested Readings
- Lecture 05 Linguistic Structure Dependency Parsing
- Assignment 3
- Suggested Readings
- Lecture 06 The probability of a sentence Recurrent Neural Networks and Language Models
- Suggested Readings
- Lecture 07 Vanishing Gradients and Fancy RNNs
- Assignment 4
- Suggested Readings
- Lecture 08 Machine Translation, Seq2Seq and Attention
- Suggested Readings
- Lecture 09 Practical Tips for Final Projects
- Lecture 10 Question Answering and the Default Final Project
- Default Final Project
- Project Proposal
- Lecture 11 ConvNets for NLP
- Suggested Readings
- Lecture 12 Information from parts of words Subword Models
- Assignment 5
- Lecture 13 Modeling contexts of use Contextual Representations and Pretraining
- Suggested Readings
- Lecture 14 Transformers and Self-Attention For Generative Models
- Suggested Readings
- Lecture 15 Natural Language Generation
- Lecture 16 Reference in Language and Coreference Resolution
- Lecture 18 Constituency Parsing and Tree Recursive Neural Networks
- Suggested Readings
- Lecture 19 Safety, Bias, and Fairness
- Lecture 20 Future of NLP + Deep Learning
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