├── .DS_Store ├── LICENSE ├── Labs ├── .DS_Store ├── Week_10 │ └── RNN │ │ ├── Assignment.ipynb │ │ ├── Lab 1.ipynb │ │ ├── helpers.py │ │ └── tests.py ├── Week_11 │ └── Bi-Directional │ │ ├── Assignment.ipynb │ │ └── Bi-Directional.ipynb ├── Week_12 │ ├── NER │ │ ├── Assignment.ipynb │ │ ├── Lab 1.ipynb │ │ └── tests.py │ └── NMT │ │ ├── Assignment.ipynb │ │ ├── Lab 1.ipynb │ │ ├── __pycache__ │ │ └── helper.cpython-310.pyc │ │ ├── helper.py │ │ └── spa.txt ├── Week_13 │ └── Transformers │ │ ├── .DS_Store │ │ ├── Assignment.ipynb │ │ ├── Transformers.ipynb │ │ ├── helpers │ │ ├── __init__.py │ │ └── methods.py │ │ ├── static │ │ ├── image2.webp │ │ └── img1.gif │ │ └── tests │ │ ├── __init__.py │ │ └── test_methods.py ├── Week_14 │ └── BERT │ │ ├── Assignment.ipynb │ │ ├── BERT.ipynb │ │ ├── helpers.py │ │ └── tests.py ├── Week_2 │ └── Optimization Techniques │ │ ├── Assignment │ │ └── Momentum_Adam │ │ │ ├── helper.py │ │ │ └── momentum_adam_lab.ipynb │ │ └── Labs │ │ ├── GD_SGD │ │ ├── SGD_data.txt │ │ └── stochastic_gradient_descent.ipynb │ │ └── Momentum_adam │ │ ├── Momentum_ADAM_GD.ipynb │ │ └── momentum_adam_helpers.py ├── Week_3 │ └── Neural Networks │ │ ├── Assignment.ipynb │ │ ├── Lab 1.ipynb │ │ ├── helpers.py │ │ └── tests.py ├── Week_4 │ └── Glove Word2Vec │ │ ├── .DS_Store │ │ ├── Assignment.ipynb │ │ ├── Word2Vec_Glove.ipynb │ │ ├── Word2Vec_Glove_helper.py │ │ └── data │ │ └── Word2Vec_Glove_helper.py ├── Week_5 │ └── Evaluation Techniques │ │ ├── Assignment.ipynb │ │ ├── Lab 1.ipynb │ │ ├── helper.py │ │ └── tests.py ├── Week_6 │ └── Topic Modeling │ │ ├── .DS_Store │ │ ├── Assignment.ipynb │ │ ├── Lab 1.ipynb │ │ └── tests.py ├── Week_7 │ └── Dependency Parsing │ │ ├── Assignment.ipynb │ │ ├── active_passive.csv │ │ └── dependency_parsing.ipynb ├── Week_8 │ └── Tokenization │ │ ├── Assignment.ipynb │ │ ├── Lab 1.ipynb │ │ ├── tests.py │ │ └── wikitext-2.txt └── Week_9 │ └── HMM_Ngrams │ ├── Assignment.ipynb │ ├── Assignment_helpers.py │ ├── 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