├── CODE_OF_CONDUCT.md ├── Course-1-Natural Language Processing with Classification and Vector Spaces ├── Course-1-Week-1 │ ├── Course-1-Week-1-Lecture-Slides │ │ ├── Course-1-Week-1-Lecture-Slides.md │ │ └── Course-1-Week-1.pdf │ ├── Course-1-Week-1-Optional-Labs │ │ ├── Course-1-Week-1-Optional-Labs-1-Preprocessing.ipynb │ │ ├── Course-1-Week-1-Optional-Labs-2-Building-and-Visualizing-word-frequencies.ipynb │ │ ├── Course-1-Week-1-Optional-Labs-3-Visualizing-tweets-and-the-Logistic-Regression-model.ipynb │ │ └── Course-1-Week-1-Optional-Labs.md │ ├── Course-1-Week-1-Practice-Labs │ │ ├── Course-1-Week-1-Practice-Labs-1-Logistic-Regression.ipynb │ │ ├── Course-1-Week-1-Practice-Labs.md │ │ ├── images │ │ │ ├── images.md │ │ │ └── sigmoid_plot.jpg │ │ ├── utils.py │ │ └── w1_unittest.py │ ├── Course-1-Week-1-Practice-Quiz │ │ ├── Course-1-Week-1-Practice-Quiz-1-Logistic-Regression.pdf │ │ └── Course-1-Week-1-Practice-Quiz.md │ └── Course-1-Week-1.md ├── Course-1-Week-2 │ ├── Course-1-Week-2-Lecture-Slides │ │ ├── Course-1-Week-2-Lecture-Slides.md │ │ └── Course-1-Week-2.pdf │ ├── Course-1-Week-2-Optional-Labs │ │ ├── Course-1-Week-2-Optional-Labs-1-Visualizing-Naive-Bayes.ipynb │ │ ├── Course-1-Week-2-Optional-Labs.md │ │ └── bayes_features.csv │ ├── Course-1-Week-2-Practice-Labs │ │ ├── Course-1-Week-2-Practice-Labs-1-Naive-Bayes.ipynb │ │ ├── Course-1-Week-2-Practice-Labs.md │ │ ├── freqs_dict.pkl │ │ └── loglikelihood_test.pkl │ ├── Course-1-Week-2-Practice-Quiz │ │ ├── Course-1-Week-2-Practice-Quiz-1-Naive-Bayes.pdf │ │ └── Course-1-Week-2-Practice-Quiz.md │ └── Course-1-Week-2.md ├── Course-1-Week-3 │ ├── Course-1-Week-3-Lecture-Slides │ │ ├── Course-1-Week-3-Lecture-Slides.md │ │ └── Course-1-Week-3.pdf │ ├── Course-1-Week-3-Optional-Labs │ │ ├── Course-1-Week-3-Optional-Labs-1-Linear-algebra-in-Python-with-Numpy.ipynb │ │ ├── Course-1-Week-3-Optional-Labs-2-Manipulating-word-embeddings.ipynb │ │ ├── Course-1-Week-3-Optional-Labs-3-Another-explanation-about-PCA.ipynb │ │ ├── Course-1-Week-3-Optional-Labs.md │ │ └── images │ │ │ ├── GaussianScatterPCA.svg │ │ │ ├── catdog.png │ │ │ ├── images.md │ │ │ └── pca.jpeg │ ├── Course-1-Week-3-Practice-Labs │ │ ├── Course-1-Week-3-Practice-Labs-1-Vector-Space-Models.ipynb │ │ ├── Course-1-Week-3-Practice-Labs.md │ │ ├── capitals.txt │ │ ├── en-fr.txt │ │ └── images │ │ │ ├── GaussianScatterPCA.svg │ │ │ ├── images.md │ │ │ ├── map.jpg │ │ │ ├── vectors.jpg │ │ │ ├── vectorsf.jpg │ │ │ └── word_embf.jpg │ ├── Course-1-Week-3-Practice-Quiz │ │ ├── Course-1-Week-3-Practice-Quiz-1-Vector-Space-Models.pdf │ │ └── Course-1-Week-3-Practice-Quiz.md │ └── Course-1-Week-3.md ├── Course-1-Week-4 │ ├── Course-1-Week-4-Lecture-Slides │ │ ├── Course-1-Week-4-Lecture-Slides.md │ │ └── Course-1-Week-4.pdf │ ├── Course-1-Week-4-Optional-Labs │ │ ├── Course-1-Week-4-Optional-Labs-1-Rotation-matrices-in-R2.ipynb │ │ ├── Course-1-Week-4-Optional-Labs-2-Hash-Tables.ipynb │ │ └── Course-1-Week-4-Optional-Labs.md │ ├── Course-1-Week-4-Practice-Labs │ │ ├── Course-1-Week-4-Practice-Labs-1-Word-Translation.ipynb │ │ ├── Course-1-Week-4-Practice-Labs.md │ │ └── images │ │ │ ├── X_to_Y.jpg │ │ │ ├── cos1.jpg │ │ │ ├── cos2.jpg │ │ │ ├── e_to_f.jpg │ │ │ ├── four.png │ │ │ ├── graphs1.jpg │ │ │ ├── hashtable.png │ │ │ ├── images.md │ │ │ ├── one.png │ │ │ ├── table.png │ │ │ ├── trees.jpg │ │ │ └── usv.jpg │ ├── Course-1-Week-4-Practice-Quiz │ │ ├── Course-1-Week-4-Practice-Quiz-1-Hashing-and-Machine-Translation.pdf │ │ └── Course-1-Week-4-Practice-Quiz.md │ └── Course-1-Week-4.md └── Course-1.md ├── Course-2-Natural Language Processing with Probabilistic Models ├── Course-2-Week-1 │ ├── Course-2-Week-1-Lecture-Slides │ │ ├── Course-2-Week-1-Lecture-Slides.md │ │ └── Course-2-Week-1.pdf │ ├── Course-2-Week-1-Optional-Labs │ │ ├── Course-2-Week-1-Optional-Labs-1-Building-the-Vocabulary.ipynb │ │ ├── Course-2-Week-1-Optional-Labs-2-Candidates-from-edits.ipynb │ │ └── Course-2-Week-1-Optional-Labs.md │ ├── Course-2-Week-1-Practice-Labs │ │ ├── Course-2-Week-1-Practice-Labs-1-Autocorrect.ipynb │ │ ├── Course-2-Week-1-Practice-Labs.md │ │ ├── images │ │ │ ├── EditDistExample1.png │ │ │ ├── EditDistFill2.png │ │ │ ├── EditDistInit4.png │ │ │ ├── GenericListComp3.png │ │ │ ├── ListComp2.png │ │ │ ├── Splits1.png │ │ │ ├── Switches1.png │ │ │ ├── auto-correct.png │ │ │ └── images.md │ │ └── shakespeare.txt │ ├── Course-2-Week-1-Practice-Quiz │ │ ├── Course-2-Week-1-Practice-Quiz-1-Auto-correct-and-Minimum-Edit-Distance.pdf │ │ └── Course-2-Week-1-Practice-Quiz.md │ └── Course-2-Week-1.md ├── Course-2-Week-2 │ ├── Course-2-Week-2-Lecture-Slides │ │ ├── Course-2-Week-2-Lecture-Slides.md │ │ └── Course-2-Week-2.pdf │ ├── Course-2-Week-2-Optional-Labs │ │ ├── Course-2-Week-2-Optional-Labs-1-Working-with-text-files.ipynb │ │ ├── Course-2-Week-2-Optional-Labs-2-Working-with-tags-and-Numpy.ipynb │ │ └── Course-2-Week-2-Optional-Labs.md │ ├── Course-2-Week-2-Practice-Labs │ │ ├── Course-2-Week-2-Practice-Labs-1-Part-of-Speech-Tagging.ipynb │ │ ├── Course-2-Week-2-Practice-Labs.md │ │ ├── WSJ_02-21.pos │ │ ├── WSJ_24.pos │ │ ├── hmm_vocab.txt │ │ ├── images │ │ │ ├── A_PROBS.png │ │ │ ├── B_probs.png │ │ │ ├── Backwards5.png │ │ │ ├── DataSources1.png │ │ │ ├── Forward4.png │ │ │ ├── Initialize4.png │ │ │ ├── images.md │ │ │ └── pos.png │ │ ├── test.words │ │ └── utils_pos.py │ ├── Course-2-Week-2-Practice-Quiz │ │ ├── Course-2-Week-2-Practice-Quiz-1-Part-of-Speech-Tagging.pdf │ │ └── Course-2-Week-2-Practice-Quiz.md │ └── Course-2-Week-2.md ├── Course-2-Week-3 │ ├── Course-2-Week-3-Lecture-Slides │ │ ├── Course-2-Week-3-Lecture-Slides.md │ │ └── Course-2-Week-3.pdf │ ├── Course-2-Week-3-Optional-Labs │ │ ├── Course-2-Week-3-Optional-Labs-1-Corpus-preprocessing-for-N-grams.ipynb │ │ ├── Course-2-Week-3-Optional-Labs-2-Building-the-language-model.ipynb │ │ ├── Course-2-Week-3-Optional-Labs-3-Language-model-generalization.ipynb │ │ └── Course-2-Week-3-Optional-Labs.md │ ├── Course-2-Week-3-Practice-Labs │ │ ├── Course-2-Week-3-Practice-Labs-1-Autocomplete.ipynb │ │ ├── Course-2-Week-3-Practice-Labs.md │ │ ├── en_US.twitter.txt │ │ ├── images │ │ │ ├── images.md │ │ │ └── stanford.png │ │ └── w3_unittest.py │ ├── Course-2-Week-3-Practice-Quiz │ │ ├── Course-2-Week-3-Practice-Quiz-1-Autocomplete.pdf │ │ └── Course-2-Week-3-Practice-Quiz.md │ └── Course-2-Week-3.md ├── Course-2-Week-4 │ ├── Course-2-Week-4-Lecture-Slides │ │ ├── Course-2-Week-4-Lecture-Slides.md │ │ └── Course-2-Week-4-Optional-Labs-5-Word-embeddings-step-by-step.ipynb │ ├── Course-2-Week-4-Optional-Labs │ │ ├── Course-2-Week-4-Optional-Labs-1-Data-Preparation.ipynb │ │ ├── Course-2-Week-4-Optional-Labs-2-Intro-to-CBOW-model.ipynb │ │ ├── Course-2-Week-4-Optional-Labs-3-Training-the-CBOW-model.ipynb │ │ ├── Course-2-Week-4-Optional-Labs-4-Word-Embeddings.ipynb │ │ ├── Course-2-Week-4-Optional-Labs-5-Word-embeddings-step-by-step.ipynb │ │ ├── Course-2-Week-4-Optional-Labs.md │ │ ├── Datasets │ │ │ ├── Dataset.md │ │ │ └── shakespeare.txt │ │ └── images │ │ │ ├── cbow_model_architecture.png │ │ │ ├── cbow_model_dimensions_single_input.png │ │ │ ├── images.md │ │ │ ├── mean_vec2.png │ │ │ └── word2.png │ ├── Course-2-Week-4-Practice-Labs │ │ ├── Course-2-Week-4-Practice-Labs-1-Word-Embeddings.ipynb │ │ ├── Course-2-Week-4-Practice-Labs.md │ │ └── images │ │ │ ├── cbow_model_architecture.png │ │ │ ├── cbow_model_dimensions_single_input.png │ │ │ ├── images.md │ │ │ ├── mean_vec2.png │ │ │ ├── s-gram.png │ │ │ ├── skipgram.png │ │ │ └── word2.png │ ├── Course-2-Week-4-Practice-Quiz │ │ ├── Course-2-Week-4-Practice-Quiz-1-Word-Embeddings.pdf │ │ └── Course-2-Week-4-Practice-Quiz.md │ └── Course-2-Week-4.md └── Course-2.md ├── Course-3-Natural Language Processing with Sequence Models ├── Course-3-Week-1 │ ├── Course-3-Week-1-Lecture-Slides │ │ ├── Course-3-Week-1-Lecture-Slides.md │ │ └── Course-3-Week-1.pdf │ ├── Course-3-Week-1-Optional-Labs │ │ ├── Course-3-Week-1-Optional-Labs-1-Introduction-to-Trax.ipynb │ │ ├── Course-3-Week-1-Optional-Labs-2-Classes-and-Subclasses.ipynb │ │ ├── Course-3-Week-1-Optional-Labs-3-Data-Generators.ipynb │ │ └── Course-3-Week-1-Optional-Labs.md │ ├── Course-3-Week-1-Practice-Labs │ │ ├── Course-3-Week-1-Practice-Labs-1-Sentiment-with-Deep-Neural-Networks.ipynb │ │ ├── Course-3-Week-1-Practice-Labs.md │ │ └── images │ │ │ ├── fast_ave.png │ │ │ ├── fast_emb.png │ │ │ ├── fasttext.png │ │ │ ├── images.md │ │ │ ├── model.png │ │ │ ├── nn.jpg │ │ │ └── relu.jpg │ ├── Course-3-Week-1-Practice-Quiz │ │ ├── Course-3-Week-1-Practice-Quiz-1-Neural-Networks-for-Sentiment-Analysis.pdf │ │ └── Course-3-Week-1-Practice-Quiz.md │ └── Course-3-Week-1.md ├── Course-3-Week-2 │ ├── Course-3-Week-2-Lecture-Slides │ │ ├── Course-3-Week-2-Lecture-Slides.md │ │ └── Course-3-Week-2.pdf │ ├── Course-3-Week-2-Optional-Labs │ │ ├── Course-3-Week-2-Optional-Labs-1-Hidden-State-Activation.ipynb │ │ ├── Course-3-Week-2-Optional-Labs-2-Vanilla-RNNs-GRUs-and-the-scan-function.ipynb │ │ ├── Course-3-Week-2-Optional-Labs-3-Working-with-JAX-NumPy-and-Calculating-Perplexity.ipynb │ │ ├── Course-3-Week-2-Optional-Labs-4-Creating-a-GRU-model-using-Trax.ipynb │ │ ├── Course-3-Week-2-Optional-Labs.md │ │ └── images │ │ │ ├── GRU.PNG │ │ │ ├── RNN.PNG │ │ │ ├── images.md │ │ │ └── vanilla_rnn.PNG │ ├── Course-3-Week-2-Practice-Labs │ │ ├── Course-3-Week-2-Practice-Labs-1-Deep-N-grams.ipynb │ │ ├── Course-3-Week-2-Practice-Labs.md │ │ ├── Dataset │ │ │ ├── Dataset.md │ │ │ └── shakespeare_data.txt │ │ └── images │ │ │ ├── images.md │ │ │ ├── model.png │ │ │ ├── ngrams.png │ │ │ └── shakespeare.png │ ├── Course-3-Week-2-Practice-Quiz │ │ ├── Course-3-Week-2-Practice-Quiz-1-RNNs-for-language-Modeling.pdf │ │ └── Course-3-Week-2-Practice-Quiz.md │ └── Course-3-Week-2.md ├── Course-3-Week-3 │ ├── Course-3-Week-3-Lecture-Slides │ │ ├── Course-3-Week-3-Lecture-Slides.md │ │ └── Course-3-Week-3.pdf │ ├── Course-3-Week-3-Optional-Labs │ │ ├── Course-3-Week-3-Optional-Labs-1-Vanishing-Gradients.ipynb │ │ └── Course-3-Week-3-Optional-Labs.md │ ├── Course-3-Week-3-Practice-Labs │ │ ├── Course-3-Week-3-Practice-Labs-1-Named-Entity-Recognition-(NER).ipynb │ │ ├── Course-3-Week-3-Practice-Labs.md │ │ ├── Dataset │ │ │ ├── Dataset.md │ │ │ └── ner_dataset.csv │ │ └── images │ │ │ ├── images.md │ │ │ ├── ner.png │ │ │ ├── ner1.png │ │ │ └── ner2.png │ ├── Course-3-Week-3-Practice-Quiz │ │ ├── Course-3-Week-3-Practice-Quiz-1-LSTMs-and-Named-Entity-Recognition.pdf │ │ └── Course-3-Week-3-Practice-Quiz.md │ └── Course-3-Week-3.md ├── Course-3-Week-4 │ ├── Course-3-Week-4-Lecture-Slides │ │ ├── Course-3-Week-4-Lecture-Slides.md │ │ └── Course-3-Week-4.pdf │ ├── Course-3-Week-4-Optional-Labs │ │ ├── Course-3-Week-4-Optional-Labs-1-Creating-a-Siamese-Model-using-Trax.ipynb │ │ ├── Course-3-Week-4-Optional-Labs-2-Modified-Triplet-Loss.ipynb │ │ ├── Course-3-Week-4-Optional-Labs-3-Evaluate-a-Siamese-Model.ipynb │ │ ├── Course-3-Week-4-Optional-Labs.md │ │ ├── Dataset │ │ │ ├── Dataset.md │ │ │ ├── q1.npy │ │ │ ├── q2.npy │ │ │ ├── v1.npy │ │ │ ├── v2.npy │ │ │ └── y_test.npy │ │ └── images │ │ │ ├── images.md │ │ │ ├── ss_matrix.png │ │ │ └── v1v2_stacked.png │ ├── Course-3-Week-4-Practice-Labs │ │ ├── Course-3-Week-4-Practice-Labs-1-Question-Duplicates.ipynb │ │ ├── Course-3-Week-4-Practice-Labs.md │ │ └── images │ │ │ ├── C3_W4_triploss1.png │ │ │ ├── C3_W4_triploss2.png │ │ │ ├── images.md │ │ │ ├── meme.png │ │ │ └── siamese.png │ ├── Course-3-Week-4-Practice-Quiz │ │ ├── Course-3-Week-4-Practice-Quiz-1-Siamese-Networks.pdf │ │ └── Course-3-Week-4-Practice-Quiz.md │ └── Course-3-Week-4.md └── Course-3.md ├── Course-4-Natural Language Processing with Attention Models ├── Course-4-Week-1 │ ├── Course-4-Week-1-Lecture-Slides │ │ ├── Course-4-Week-1-Lecture-Slides.md │ │ └── Course-4-Week-1.pdf │ ├── Course-4-Week-1-Optional-Labs │ │ ├── Course-4-Week-1-Optional-Labs-1-Basic-Attention.ipynb │ │ ├── Course-4-Week-1-Optional-Labs-2-Scaled-Dot-Product-Attention.ipynb │ │ ├── Course-4-Week-1-Optional-Labs-3-Bleu-Score.ipynb │ │ ├── Course-4-Week-1-Optional-Labs-4-Stack-Semantics-in-Trax.ipynb │ │ ├── Course-4-Week-1-Optional-Labs.md │ │ ├── Dataset │ │ │ ├── Dataset.md │ │ │ ├── embeddings_en.npz │ │ │ ├── embeddings_fr.npz │ │ │ ├── wmt19_can.txt │ │ │ ├── wmt19_ref.txt │ │ │ ├── wmt19_src.txt │ │ │ ├── word2int_en.pkl │ │ │ └── word2int_fr.pkl │ │ └── images │ │ │ ├── Stack1.png │ │ │ ├── Stack2.png │ │ │ ├── Stack3.png │ │ │ ├── Stack4.png │ │ │ ├── alignment.png │ │ │ ├── alignment_model_3.png │ │ │ ├── attention.png │ │ │ ├── images.md │ │ │ ├── residual_example_add.png │ │ │ └── residual_example_multiply.png │ ├── Course-4-Week-1-Practice-Labs │ │ ├── Course-4-Week-1-Practice-Labs-1-NMT-with-Attention.ipynb │ │ ├── Course-4-Week-1-Practice-Labs.md │ │ └── images │ │ │ ├── NMTModel.png │ │ │ ├── att.png │ │ │ ├── attention.png │ │ │ ├── attention_overview.png │ │ │ ├── images.md │ │ │ ├── input_encoder.png │ │ │ ├── plain_rnn.png │ │ │ └── pre_attention_decoder.png │ ├── Course-4-Week-1-Practice-Quiz │ │ ├── Course-4-Week-1-Practice-Quiz-1-Neural-Machine-Translation.pdf │ │ └── Course-4-Week-1-Practice-Quiz.md │ └── Course-4-Week-1.md ├── Course-4-Week-2 │ ├── Course-4-Week-2-Lecture-Slides │ │ ├── Course-4-Week-2-Lecture-Slides.md │ │ └── Course-4-Week-2.pdf │ ├── Course-4-Week-2-Optional-Labs │ │ ├── Course-4-Week-2-Optional-Labs-1-Attention.ipynb │ │ ├── Course-4-Week-2-Optional-Labs-2-Transformer-Decoder.ipynb │ │ ├── Course-4-Week-2-Optional-Labs.md │ │ ├── Dataset │ │ │ ├── Dataset.md │ │ │ └── summarize32k.subword.subwords │ │ └── images │ │ │ ├── C4_W2_L3_dot-product-attention_S01_introducing-attention.png │ │ │ ├── C4_W2_L3_dot-product-attention_S01_introducing-attention_stripped.png │ │ │ ├── C4_W2_L3_dot-product-attention_S02_queries-keys-and-values.png │ │ │ ├── C4_W2_L3_dot-product-attention_S02_queries-keys-and-values_stripped.png │ │ │ ├── C4_W2_L3_dot-product-attention_S03_concept-of-attention.png │ │ │ ├── C4_W2_L3_dot-product-attention_S03_concept-of-attention_stripped.png │ │ │ ├── C4_W2_L3_dot-product-attention_S04_attention-math.png │ │ │ ├── C4_W2_L3_dot-product-attention_S04_attention-math_stripped.png │ │ │ ├── C4_W2_L3_dot-product-attention_S05_attention-formula.png │ │ │ ├── C4_W2_L3_dot-product-attention_S05_attention-formula_stripped.png │ │ │ ├── C4_W2_L4_causal-attention_S01_three-ways-of-attention.png │ │ │ ├── C4_W2_L4_causal-attention_S02_causal-attention.png │ │ │ ├── C4_W2_L4_causal-attention_S02_causal-attention_stripped.png │ │ │ ├── C4_W2_L4_causal-attention_S03_causal-attention-math.png │ │ │ ├── C4_W2_L4_causal-attention_S03_causal-attention-math_stripped.png │ │ │ ├── C4_W2_L4_causal-attention_S04_causal-attention-math-2.png │ │ │ ├── C4_W2_L4_causal-attention_S04_causal-attention-math-2_stripped.png │ │ │ ├── C4_W2_L5_multi-head-attention_S01_multi-head-attention.png │ │ │ ├── C4_W2_L5_multi-head-attention_S01_multi-head-attention_stripped.png │ │ │ ├── C4_W2_L5_multi-head-attention_S02_multi-head-attention-2 (1).png │ │ │ ├── C4_W2_L5_multi-head-attention_S02_multi-head-attention-2.png │ │ │ ├── C4_W2_L5_multi-head-attention_S03_multi-head-attention-3.png │ │ │ ├── C4_W2_L5_multi-head-attention_S03_multi-head-attention-math_stripped.png │ │ │ ├── C4_W2_L5_multi-head-attention_S04_multi-head-attention-overview.png │ │ │ ├── C4_W2_L5_multi-head-attention_S04_multi-head-attention-overview_stripped.png │ │ │ ├── C4_W2_L5_multi-head-attention_S05_multi-head-attention-concatenation.png │ │ │ ├── C4_W2_L5_multi-head-attention_S05_multi-head-attention-concatenation_stripped.png │ │ │ ├── C4_W2_L5_multi-head-attention_S06_multi-head-attention-scaled-dot-product.png │ │ │ ├── C4_W2_L5_multi-head-attention_S06_multi-head-attention-scaled-dot-product_stripped.png │ │ │ ├── C4_W2_L5_multi-head-attention_S07_multi-head-attention-formula.png │ │ │ ├── C4_W2_L5_multi-head-attention_S07_multi-head-attention-formula_stripped.png │ │ │ ├── C4_W2_L6_transformer-decoder_S01_transformer-decoder.png │ │ │ ├── images.md │ │ │ └── use-of-tl-Branch-in-tl-CausalAttention.png │ ├── Course-4-Week-2-Practice-Labs │ │ ├── Course-4-Week-2-Practice-Labs-1-Transformer-Summarizer.ipynb │ │ ├── Course-4-Week-2-Practice-Labs.md │ │ └── images │ │ │ ├── causal.png │ │ │ ├── decoder.png │ │ │ ├── dotproduct.png │ │ │ ├── images.md │ │ │ ├── masked-attention.png │ │ │ ├── transformer.png │ │ │ ├── transformerNews.png │ │ │ ├── transformer_decoder.png │ │ │ ├── transformer_decoder_1.png │ │ │ └── transformer_decoder_zoomin.png │ ├── Course-4-Week-2-Practice-Quiz │ │ ├── Course-4-Week-2-Practice-Quiz-1-Text-Summarization.pdf │ │ └── Course-4-Week-2-Practice-Quiz.md │ └── Course-4-Week-2.md ├── Course-4-Week-3 │ ├── Course-4-Week-3-Lecture-Slides │ │ ├── Course-4-Week-3-Lecture-Slides.md │ │ └── Course-4-Week-3.pdf │ ├── Course-4-Week-3-Optional-Labs │ │ ├── Course-4-Week-3-Optional-Labs-1-SentencePiece-and-BPE.ipynb │ │ ├── Course-4-Week-3-Optional-Labs-2-BERT-Loss.ipynb │ │ ├── Course-4-Week-3-Optional-Labs-3-T5.ipynb │ │ ├── Course-4-Week-3-Optional-Labs.md │ │ ├── colab_help_1.png │ │ └── colab_help_2.png │ ├── Course-4-Week-3-Practice-Labs │ │ ├── Course-4-Week-3-Practice-Labs-1-Question-Answering.ipynb │ │ ├── Course-4-Week-3-Practice-Labs.md │ │ ├── Dataset │ │ │ ├── Dataset.md │ │ │ ├── data.txt │ │ │ └── inputs_targets_pairs_file.txt │ │ └── images │ │ │ ├── encoder.png │ │ │ ├── fulltransformer.png │ │ │ ├── images.md │ │ │ ├── loss.png │ │ │ └── qa.png │ ├── Course-4-Week-3-Practice-Quiz │ │ ├── Course-4-Week-3-Practice-Quiz-1-Question-Answering.pdf │ │ └── Course-4-Week-3-Practice-Quiz.md │ └── Course-4-Week-3.md ├── Course-4-Week-4 │ ├── Course-4-Week-4-Lecture-Slides │ │ ├── Course-4-Week-4-Lecture-Slides.md │ │ └── Course-4-Week-4.pdf │ ├── Course-4-Week-4-Optional-Labs │ │ ├── Course-4-Week-4-Optional-Labs-1-Reformer-LSH.ipynb │ │ ├── Course-4-Week-4-Optional-Labs-2-Revnet.ipynb │ │ ├── Course-4-Week-4-Optional-Labs.md │ │ └── images │ │ │ ├── C4W4_LN2_image1.PNG │ │ │ ├── C4W4_LN2_image10.PNG │ │ │ ├── C4W4_LN2_image11.PNG │ │ │ ├── C4W4_LN2_image12.PNG │ │ │ ├── C4W4_LN2_image13.PNG │ │ │ ├── C4W4_LN2_image2.PNG │ │ │ ├── C4W4_LN2_image3.PNG │ │ │ ├── C4W4_LN2_image4.PNG │ │ │ ├── C4W4_LN2_image5.PNG │ │ │ ├── C4W4_LN2_image6.PNG │ │ │ ├── C4W4_LN2_image7.PNG │ │ │ ├── C4W4_LN2_image8.PNG │ │ │ ├── C4W4_LN2_image9.PNG │ │ │ ├── Reversible2.PNG │ │ │ ├── Revnet1.PNG │ │ │ ├── Revnet2.PNG │ │ │ ├── Revnet3.PNG │ │ │ ├── Revnet4.PNG │ │ │ ├── Revnet5.PNG │ │ │ ├── Revnet6.PNG │ │ │ ├── Revnet7.PNG │ │ │ ├── Revnet8.PNG │ │ │ ├── branch1.PNG │ │ │ ├── branch2.PNG │ │ │ ├── branch3.PNG │ │ │ └── images.md │ ├── Course-4-Week-4-Practice-Labs │ │ ├── Course-4-Week-4-Practice-Labs-1-Chatbot.ipynb │ │ ├── Course-4-Week-4-Practice-Labs.md │ │ └── images │ │ │ ├── Reformer.jpg │ │ │ ├── ReversibleDecoder.png │ │ │ ├── cbot.jpg │ │ │ ├── images.md │ │ │ ├── reversible2.PNG │ │ │ └── reversible_layers.png │ ├── Course-4-Week-4-Practice-Quiz │ │ ├── Course-4-Week-4-Practice-Quiz-1-Chatbot.pdf │ │ └── Course-4-Week-4-Practice-Quiz.md │ └── Course-4-Week-4.md └── Course-4.md ├── Course-Certificates ├── Certificate-1-Natural-Language-Processing-with-Classification.pdf ├── Certificate-2-Natural-Language-Processing-with-Probabilistic-Models.pdf ├── Certificate-3-Natural-Language-Processing-with-Sequence-Models.pdf ├── Certificate-4-Natural-Language-Processing-with-Attention-Models.pdf ├── Certificate-Final-Natural-Language-Processing-Specialization.pdf └── 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