Name
Owner
File size
Appendix
Feb 28, 2023
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L0 Big Picture of NLP
Mar 19, 2023
2.1 MB
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L1 Word Vectors - Word2vec
Mar 8, 2023
4.7 MB
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L2 Word Vectors - GloVe
Feb 28, 2023
5.1 MB
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L3 Window NER and Backpropagation Review
Feb 12, 2023
4.2 MB
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L4 Dependency Parsing
Feb 5, 2023
4.3 MB
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L5 Constituency Parsing
Feb 5, 2023
4.6 MB
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L6 Language Models and Recurrent Neural Networks (RNN)
Mar 7, 2023
7.9 MB
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L7 Long Short-Term Memory (LSTM)
Feb 12, 2023
4.7 MB
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L8 Word Vectors: FastText, ELMo
Feb 12, 2023
5.4 MB
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L9 Attention, Beam Search, Machine Translation
Mar 2, 2023
6 MB
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L10 Transformers
Feb 28, 2023
4.7 MB
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L12 Pretrained Models, BERT, SentenceBERT, SimCSE, GPT, T5
Feb 27, 2023
8.8 MB
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L13 Prompt-Based Learning
Feb 27, 2023
9.7 MB
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L14 Distillation, Pruning
Mar 12, 2023
9.4 MB
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L15 Knowledge Integration
Mar 14, 2023
7.9 MB
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L16 Natural Language Generation, Text Summarization
Mar 21, 2023
6.3 MB
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L17 Question-Answering
Feb 28, 2023
7.7 MB
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L18 Analysis of Model's Inner Workings
Feb 14, 2023
5.9 MB
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L19 Multimodal Learning
1:57 AM
5.3 MB
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Project Deliverables, Tips and Guidance
Mar 8, 2023
1.9 MB
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