gitextract_3ri_1omh/ ├── .gitignore ├── Chapter10 - Intro to Convolutional Neural Networks - Learning Edges and Corners.ipynb ├── Chapter11 - Intro to Word Embeddings - Neural Networks that Understand Language.ipynb ├── Chapter12 - Intro to Recurrence - Predicting the Next Word.ipynb ├── Chapter13 - Intro to Automatic Differentiation - Let's Build A Deep Learning Framework.ipynb ├── Chapter14 - Exploding Gradients Examples.ipynb ├── Chapter14 - Intro to LSTMs - Learn to Write Like Shakespeare.ipynb ├── Chapter14 - Intro to LSTMs - Part 2 - Learn to Write Like Shakespeare.ipynb ├── Chapter15 - Intro to Federated Learning - Deep Learning on Unseen Data.ipynb ├── Chapter3 - Forward Propagation - Intro to Neural Prediction.ipynb ├── Chapter4 - Gradient Descent - Intro to Neural Learning.ipynb ├── Chapter5 - Generalizing Gradient Descent - Learning Multiple Weights at a Time.ipynb ├── Chapter6 - Intro to Backpropagation - Building Your First DEEP Neural Network.ipynb ├── Chapter8 - Intro to Regularization - Learning Signal and Ignoring Noise.ipynb ├── Chapter9 - Intro to Activation Functions - Modeling Probabilities.ipynb ├── MNISTPreprocessor.ipynb ├── README.md ├── docker-compose.yml ├── floyd.yml ├── ham.txt ├── labels.txt ├── reviews.txt ├── shakespear.txt ├── spam.txt └── tasksv11/ ├── LICENSE ├── README ├── en/ │ ├── qa10_indefinite-knowledge_test.txt │ ├── qa10_indefinite-knowledge_train.txt │ ├── qa11_basic-coreference_test.txt │ ├── qa11_basic-coreference_train.txt │ ├── qa12_conjunction_test.txt │ ├── qa12_conjunction_train.txt │ ├── qa13_compound-coreference_test.txt │ ├── qa13_compound-coreference_train.txt │ ├── qa14_time-reasoning_test.txt │ ├── qa14_time-reasoning_train.txt │ ├── qa15_basic-deduction_test.txt │ ├── qa15_basic-deduction_train.txt │ ├── qa16_basic-induction_test.txt │ ├── qa16_basic-induction_train.txt │ ├── qa17_positional-reasoning_test.txt │ ├── qa17_positional-reasoning_train.txt │ ├── qa18_size-reasoning_test.txt │ ├── qa18_size-reasoning_train.txt │ ├── qa19_path-finding_test.txt │ ├── qa19_path-finding_train.txt │ ├── qa1_single-supporting-fact_test.txt │ ├── qa1_single-supporting-fact_train.txt │ ├── qa20_agents-motivations_test.txt │ ├── qa20_agents-motivations_train.txt │ ├── qa2_two-supporting-facts_test.txt │ ├── qa2_two-supporting-facts_train.txt │ ├── qa3_three-supporting-facts_test.txt │ ├── qa3_three-supporting-facts_train.txt │ ├── qa4_two-arg-relations_test.txt │ ├── qa4_two-arg-relations_train.txt │ ├── qa5_three-arg-relations_test.txt │ ├── qa5_three-arg-relations_train.txt │ ├── qa6_yes-no-questions_test.txt │ ├── qa6_yes-no-questions_train.txt │ ├── qa7_counting_test.txt │ ├── qa7_counting_train.txt │ ├── qa8_lists-sets_test.txt │ ├── qa8_lists-sets_train.txt │ ├── qa9_simple-negation_test.txt │ └── qa9_simple-negation_train.txt └── shuffled/ ├── qa10_indefinite-knowledge_test.txt ├── qa10_indefinite-knowledge_train.txt ├── qa11_basic-coreference_test.txt ├── qa11_basic-coreference_train.txt ├── qa12_conjunction_test.txt ├── qa12_conjunction_train.txt ├── qa13_compound-coreference_test.txt ├── qa13_compound-coreference_train.txt ├── qa14_time-reasoning_test.txt ├── qa14_time-reasoning_train.txt ├── qa15_basic-deduction_test.txt ├── qa15_basic-deduction_train.txt ├── qa16_basic-induction_test.txt ├── qa16_basic-induction_train.txt ├── qa17_positional-reasoning_test.txt ├── qa17_positional-reasoning_train.txt ├── qa18_size-reasoning_test.txt ├── qa18_size-reasoning_train.txt ├── qa19_path-finding_test.txt ├── qa19_path-finding_train.txt ├── qa1_single-supporting-fact_test.txt ├── qa1_single-supporting-fact_train.txt ├── qa20_agents-motivations_test.txt ├── qa20_agents-motivations_train.txt ├── qa2_two-supporting-facts_test.txt ├── qa2_two-supporting-facts_train.txt ├── qa3_three-supporting-facts_test.txt ├── qa3_three-supporting-facts_train.txt ├── qa4_two-arg-relations_test.txt ├── qa4_two-arg-relations_train.txt ├── qa5_three-arg-relations_test.txt ├── qa5_three-arg-relations_train.txt ├── qa6_yes-no-questions_test.txt ├── qa6_yes-no-questions_train.txt ├── qa7_counting_test.txt ├── qa7_counting_train.txt ├── qa8_lists-sets_test.txt ├── qa8_lists-sets_train.txt ├── qa9_simple-negation_test.txt └── qa9_simple-negation_train.txt