├── 1. Introduction to TensorFlow for Artificial Intelligence, Machine Learning, and Deep Learning ├── C1W3_Assignment.ipynb ├── C1W4_Assignment.ipynb ├── Week 2 │ └── ungraded_labs │ │ ├── C1_W2_Lab_1_beyond_hello_world.ipynb │ │ └── C1_W2_Lab_2_callbacks.ipynb ├── Week 3 │ └── ungraded_labs │ │ ├── C1_W3_Lab_1_improving_accuracy_using_convolutions.ipynb │ │ └── C1_W3_Lab_2_exploring_convolutions.ipynb ├── Week 4 │ └── ungraded_labs │ │ ├── C1_W4_Lab_1_image_generator_no_validation.ipynb │ │ ├── C1_W4_Lab_2_image_generator_with_validation.ipynb │ │ └── C1_W4_Lab_3_compacted_images.ipynb ├── house2.py ├── house3.py └── parity.py ├── 2. Convolutional Neural Networks in TensorFlow ├── C2W1_Assignment.ipynb ├── C2W2_Assignment.ipynb ├── C2W3_Assignment.ipynb ├── C2W4_Assignment.ipynb ├── W1 │ └── ungraded_lab │ │ └── C2_W1_Lab_1_cats_vs_dogs.ipynb ├── W2 │ └── ungraded_labs │ │ ├── C2_W2_Lab_1_cats_v_dogs_augmentation.ipynb │ │ └── C2_W2_Lab_2_horses_v_humans_augmentation.ipynb ├── W3 │ └── ungraded_lab │ │ └── C2_W3_Lab_1_transfer_learning.ipynb ├── W4 │ └── ungraded_lab │ │ └── C2_W4_Lab_1_multi_class_classifier.ipynb ├── gaussian_elimination_pivoting.py ├── history.pkl └── history_augmented.pkl ├── 3. Natural Language Processing in TensorFlow ├── C3W1_Assignment.ipynb ├── C3W2_Assignment.ipynb ├── C3W3_Assignment.ipynb ├── C3W4_Assignment.ipynb ├── W1 │ └── ungraded_labs │ │ ├── C3_W1_Lab_1_tokenize_basic.ipynb │ │ ├── C3_W1_Lab_2_sequences_basic.ipynb │ │ └── C3_W1_Lab_3_sarcasm.ipynb ├── W2 │ └── ungraded_labs │ │ ├── C3_W2_Lab_1_imdb.ipynb │ │ ├── C3_W2_Lab_2_sarcasm_classifier.ipynb │ │ └── C3_W2_Lab_3_imdb_subwords.ipynb ├── W3 │ └── ungraded_labs │ │ ├── C3_W3_Lab_1_single_layer_LSTM.ipynb │ │ ├── C3_W3_Lab_2_multiple_layer_LSTM.ipynb │ │ ├── C3_W3_Lab_3_Conv1D.ipynb │ │ ├── C3_W3_Lab_4_imdb_reviews_with_GRU_LSTM_Conv1D.ipynb │ │ └── C3_W3_Lab_5_sarcasm_with_bi_LSTM.ipynb ├── W4 │ └── ungraded_labs │ │ ├── C3_W4_Lab_1.ipynb │ │ └── C3_W4_Lab_2_irish_lyrics.ipynb ├── history.pkl ├── meta.tsv └── vecs.tsv ├── 4. Sequences, Time Serirs and Prediction ├── C4W1_Assignment.ipynb ├── C4W2_Assignment.ipynb ├── C4W3_Assignment.ipynb ├── C4W4_Assignment.ipynb ├── W1 │ └── ungraded_labs │ │ ├── C4_W1_Lab_1_time_series.ipynb │ │ └── C4_W1_Lab_2_forecasting.ipynb ├── W2 │ └── ungraded_labs │ │ ├── C4_W2_Lab_1_features_and_labels.ipynb │ │ ├── C4_W2_Lab_2_single_layer_NN.ipynb │ │ └── C4_W2_Lab_3_deep_NN.ipynb ├── W3 │ └── ungraded_labs │ │ ├── C4_W3_Lab_1_RNN.ipynb │ │ └── C4_W3_Lab_2_LSTM.ipynb └── W4 │ └── ungraded_labs │ ├── C4_W4_Lab_1_LSTM.ipynb │ ├── C4_W4_Lab_2_Sunspots_DNN.ipynb │ └── C4_W4_Lab_3_Sunspots_CNN_RNN_DNN.ipynb ├── Assets └── Banner.png ├── LICENSE └── README.md /1. Introduction to TensorFlow for Artificial Intelligence, Machine Learning, and Deep Learning/C1W3_Assignment.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/TheKidPadra/DeepLearning.AI-TensorFlow_Developer-specialization/HEAD/1. 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