├── .gitignore ├── 1. Neural-Networks-and-Deep-Learning ├── week1 │ └── Quiz - Introduction to deep learning.pdf ├── week2 │ ├── 1.Python_Basics_With_Numpy_v3a.ipynb │ ├── 2.Logistic_Regression_with_a_Neural_Network_mindset_v6a.ipynb │ └── Quiz - Neural Network Basics.pdf ├── week3 │ ├── Planar_data_classification_with_onehidden_layer_v6c.ipynb │ └── Quiz - Shallow Neural Networks.pdf └── week4 │ ├── 1.Building_your_Deep_Neural_Network_Step_by_Step_v8a.ipynb │ ├── 2.Deep+Neural+Network+-+Application+v8.ipynb │ └── Quiz - Key concepts on Deep Neural Networks.pdf ├── 2. Improving-Deep-Neural-Networks ├── week1 │ ├── 1.Initialization.ipynb │ ├── 2.Regularization_v2a.ipynb │ ├── 3.Gradient+Checking+v1.ipynb │ └── Quiz - Practical aspects of deep learning.pdf ├── week2 │ ├── Optimization_methods_v1b.ipynb │ └── Quiz - Optimization algorithms.pdf └── week3 │ ├── Quiz - Hyperparameter tuning, Batch Normalization, Programming Frameworks.pdf │ └── TensorFlow_Tutorial_v3b.ipynb ├── 3. Structuring-Machine-Learning-Projects ├── week1 │ └── Quiz - Bird recognition in the city of Peacetopia.pdf └── week2 │ └── Quiz - Autonomous driving.pdf ├── 4. Convolutional-Neural-Networks ├── week1 │ ├── 1.Convolution_model_Step_by_Step_v2a.ipynb │ ├── 2.Convolution_model_Application_v1a.ipynb │ └── Quiz - The basics of ConvNets.pdf ├── week2 │ ├── 1.Keras_Tutorial_v2a.ipynb │ ├── 2.Residual_Networks_v2a.ipynb │ └── Quiz - Deep convolutional models.pdf ├── week3 │ ├── Autonomous_driving_application_Car_detection_v3a.ipynb │ └── Quiz - Detection algorithms.pdf └── week4 │ ├── 1.Art_Generation_with_Neural_Style_Transfer_v3a.ipynb │ ├── 2.Face_Recognition_v3a.ipynb │ └── Quiz - Special applications- Face recognition & Neural style transfer.pdf ├── 5. Sequence-Models ├── week1 │ ├── 1.Building_a_Recurrent_Neural_Network_Step_by_Step_v3a.ipynb │ ├── 2.Dinosaurus_Island_Character_level_language_model_final_v3a.ipynb │ ├── 3.Improvise_a_Jazz_Solo_with_an_LSTM_Network_v3a.ipynb │ └── Quiz - Recurrent Neural Networks.pdf ├── week2 │ ├── 1.Operations_on_word_vectors_v2a.ipynb │ ├── 2.Emojify_v2a.ipynb │ └── Quiz - Natural Language Processing & Word Embeddings.pdf └── week3 │ ├── 1.Neural_machine_translation_with_attention_v4a.ipynb │ ├── 2.Trigger_word_detection_v1a.ipynb │ └── Quiz - Sequence models & Attention mechanism.pdf ├── LICENSE ├── README.md └── images ├── certificate.png ├── course_modules.png └── meta ├── 1.1.images ├── Screen Shot 2020-01-05 at 3.23.17 PM.png ├── Screen Shot 2020-01-05 at 3.23.24 PM.png ├── Screen Shot 2020-01-05 at 3.23.34 PM.png ├── Screen Shot 2020-01-05 at 3.23.43 PM.png ├── Screen Shot 2020-01-05 at 3.23.51 PM.png ├── Screen Shot 2020-01-05 at 3.23.57 PM.png ├── Screen Shot 2020-01-05 at 3.24.26 PM.png ├── Screen Shot 2020-01-05 at 3.24.46 PM.png ├── Screen Shot 2020-01-05 at 3.24.53 PM.png ├── Screen Shot 2020-01-05 at 3.25.00 PM.png ├── Screen Shot 2020-01-05 at 3.25.07 PM.png ├── Screen Shot 2020-01-05 at 3.25.14 PM.png ├── Screen Shot 2020-01-05 at 3.25.24 PM.png ├── Screen Shot 2020-01-05 at 3.26.20 PM.png └── Screen Shot 2020-01-05 at 3.26.31 PM.png ├── 1.2.images ├── Screen Shot 2020-01-05 at 3.20.53 PM.png ├── Screen Shot 2020-01-05 at 3.21.00 PM.png ├── Screen Shot 2020-01-05 at 3.21.07 PM.png ├── Screen Shot 2020-01-05 at 3.21.15 PM.png ├── Screen Shot 2020-01-05 at 3.21.21 PM.png ├── Screen Shot 2020-01-05 at 3.21.30 PM.png ├── Screen Shot 2020-01-05 at 3.21.36 PM.png ├── Screen Shot 2020-01-05 at 3.21.44 PM.png ├── Screen Shot 2020-01-05 at 3.21.49 PM.png └── Screen Shot 2020-01-05 at 3.21.56 PM.png ├── 1.3.images ├── Screen Shot 2020-01-05 at 4.42.31 PM.png ├── Screen Shot 2020-01-05 at 4.42.44 PM.png ├── Screen Shot 2020-01-05 at 4.42.59 PM.png ├── Screen Shot 2020-01-05 at 4.43.04 PM.png ├── Screen Shot 2020-01-05 at 4.43.12 PM.png ├── Screen Shot 2020-01-05 at 4.43.19 PM.png ├── Screen Shot 2020-01-05 at 4.43.26 PM.png ├── Screen Shot 2020-01-05 at 4.43.32 PM.png ├── Screen Shot 2020-01-05 at 4.43.38 PM.png ├── Screen Shot 2020-01-05 at 4.43.51 PM.png └── Screen Shot 2020-01-05 at 4.43.58 PM.png ├── 1.4.images ├── Screen Shot 2020-01-05 at 3.12.59 PM.png ├── Screen Shot 2020-01-05 at 3.13.19 PM.png ├── Screen Shot 2020-01-05 at 3.13.28 PM.png ├── Screen Shot 2020-01-05 at 3.13.36 PM.png ├── Screen Shot 2020-01-05 at 3.13.43 PM.png ├── Screen Shot 2020-01-05 at 3.13.54 PM.png ├── Screen Shot 2020-01-05 at 3.14.09 PM.png ├── Screen Shot 2020-01-05 at 3.14.14 PM.png ├── Screen Shot 2020-01-05 at 3.14.23 PM.png ├── Screen Shot 2020-01-05 at 3.14.38 PM.png ├── Screen Shot 2020-01-05 at 3.14.46 PM.png ├── Screen Shot 2020-01-05 at 3.14.54 PM.png ├── Screen Shot 2020-01-05 at 3.17.40 PM.png ├── Screen Shot 2020-01-05 at 3.17.53 PM.png ├── Screen Shot 2020-01-05 at 3.18.00 PM.png ├── Screen Shot 2020-01-05 at 3.18.07 PM.png ├── Screen Shot 2020-01-05 at 3.18.14 PM.png ├── Screen Shot 2020-01-05 at 3.18.20 PM.png ├── Screen Shot 2020-01-05 at 3.18.27 PM.png ├── Screen Shot 2020-01-05 at 3.18.34 PM.png ├── Screen Shot 2020-01-05 at 3.18.51 PM.png ├── Screen Shot 2020-01-05 at 3.19.05 PM.png └── Screen Shot 2020-01-05 at 3.19.10 PM.png ├── 2.1.images ├── Screen Shot 2020-01-05 at 3.40.05 PM.png ├── Screen Shot 2020-01-05 at 3.40.14 PM.png ├── Screen Shot 2020-01-05 at 3.40.21 PM.png ├── Screen Shot 2020-01-05 at 3.40.28 PM.png ├── Screen Shot 2020-01-05 at 3.40.36 PM.png ├── Screen Shot 2020-01-05 at 3.40.45 PM.png ├── Screen Shot 2020-01-05 at 3.40.51 PM.png ├── Screen Shot 2020-01-05 at 3.40.59 PM.png ├── Screen Shot 2020-01-05 at 3.41.06 PM.png └── Screen Shot 2020-01-05 at 3.41.14 PM.png ├── 2.2.images ├── Screen Shot 2020-01-05 at 3.43.57 PM.png ├── Screen Shot 2020-01-05 at 3.44.04 PM.png ├── Screen Shot 2020-01-05 at 3.44.10 PM.png ├── Screen Shot 2020-01-05 at 3.44.17 PM.png ├── Screen Shot 2020-01-05 at 3.44.25 PM.png ├── Screen Shot 2020-01-05 at 3.44.32 PM.png ├── Screen Shot 2020-01-05 at 3.44.43 PM.png ├── Screen Shot 2020-01-05 at 3.44.49 PM.png ├── Screen Shot 2020-01-05 at 3.44.55 PM.png ├── Screen Shot 2020-01-05 at 3.45.03 PM.png └── Screen Shot 2020-01-05 at 3.45.09 PM.png ├── 2.3.images ├── Screen Shot 2020-01-05 at 3.47.28 PM.png ├── Screen Shot 2020-01-05 at 3.47.36 PM.png ├── Screen Shot 2020-01-05 at 3.47.40 PM.png ├── Screen Shot 2020-01-05 at 3.47.46 PM.png ├── Screen Shot 2020-01-05 at 3.47.51 PM.png ├── Screen Shot 2020-01-05 at 3.47.56 PM.png ├── Screen Shot 2020-01-05 at 3.48.01 PM.png ├── Screen Shot 2020-01-05 at 3.48.05 PM.png ├── Screen Shot 2020-01-05 at 3.48.10 PM.png └── Screen Shot 2020-01-05 at 3.48.15 PM.png ├── 3.1.images ├── Screen Shot 2020-01-05 at 5.03.32 PM.png ├── Screen Shot 2020-01-05 at 5.03.53 PM.png ├── Screen Shot 2020-01-05 at 5.04.30 PM.png ├── Screen Shot 2020-01-05 at 5.04.39 PM.png ├── Screen Shot 2020-01-05 at 5.04.48 PM.png ├── Screen Shot 2020-01-05 at 5.04.57 PM.png ├── Screen Shot 2020-01-05 at 5.05.05 PM.png ├── Screen Shot 2020-01-05 at 5.05.13 PM.png ├── Screen Shot 2020-01-05 at 5.05.22 PM.png ├── Screen Shot 2020-01-05 at 5.05.29 PM.png ├── Screen Shot 2020-01-05 at 5.05.37 PM.png ├── Screen Shot 2020-01-05 at 5.05.44 PM.png ├── Screen Shot 2020-01-05 at 5.05.52 PM.png ├── Screen Shot 2020-01-05 at 5.06.01 PM.png ├── Screen Shot 2020-01-05 at 5.06.09 PM.png ├── Screen Shot 2020-01-05 at 5.06.18 PM.png ├── Screen Shot 2020-01-05 at 5.06.29 PM.png └── Screen Shot 2020-01-05 at 5.06.38 PM.png ├── 3.2.images ├── Screen Shot 2020-01-05 at 5.19.05 PM.png ├── Screen Shot 2020-01-05 at 5.19.20 PM.png ├── Screen Shot 2020-01-05 at 5.19.29 PM.png ├── Screen Shot 2020-01-05 at 5.19.36 PM.png ├── Screen Shot 2020-01-05 at 5.19.45 PM.png ├── Screen Shot 2020-01-05 at 5.19.53 PM.png ├── Screen Shot 2020-01-05 at 5.20.00 PM.png ├── Screen Shot 2020-01-05 at 5.20.09 PM.png ├── Screen Shot 2020-01-05 at 5.20.18 PM.png ├── Screen Shot 2020-01-05 at 5.20.24 PM.png ├── Screen Shot 2020-01-05 at 5.20.33 PM.png ├── Screen Shot 2020-01-05 at 5.20.41 PM.png ├── Screen Shot 2020-01-05 at 5.20.49 PM.png ├── Screen Shot 2020-01-05 at 5.20.57 PM.png └── Screen Shot 2020-01-05 at 5.21.03 PM.png ├── 4.1.images ├── Screen Shot 2020-01-05 at 5.28.31 PM.png ├── Screen Shot 2020-01-05 at 5.28.38 PM.png ├── Screen Shot 2020-01-05 at 5.28.44 PM.png ├── Screen Shot 2020-01-05 at 5.28.52 PM.png ├── Screen Shot 2020-01-05 at 5.28.57 PM.png ├── Screen Shot 2020-01-05 at 5.29.03 PM.png ├── Screen Shot 2020-01-05 at 5.29.10 PM.png ├── Screen Shot 2020-01-05 at 5.29.17 PM.png ├── Screen Shot 2020-01-05 at 5.29.24 PM.png └── Screen Shot 2020-01-05 at 5.29.31 PM.png ├── 4.2.images ├── Screen Shot 2020-01-05 at 5.35.53 PM.png ├── Screen Shot 2020-01-05 at 5.36.03 PM.png ├── Screen Shot 2020-01-05 at 5.36.10 PM.png ├── Screen Shot 2020-01-05 at 5.36.16 PM.png ├── Screen Shot 2020-01-05 at 5.36.23 PM.png ├── Screen Shot 2020-01-05 at 5.36.32 PM.png ├── Screen Shot 2020-01-05 at 5.36.38 PM.png ├── Screen Shot 2020-01-05 at 5.36.44 PM.png ├── Screen Shot 2020-01-05 at 5.38.19 PM.png └── Screen Shot 2020-01-05 at 5.38.27 PM.png ├── 4.3.images ├── Screen Shot 2020-01-05 at 5.44.14 PM.png ├── Screen Shot 2020-01-05 at 5.44.25 PM.png ├── Screen Shot 2020-01-05 at 5.44.33 PM.png ├── Screen Shot 2020-01-05 at 5.44.41 PM.png ├── Screen Shot 2020-01-05 at 5.44.50 PM.png ├── Screen Shot 2020-01-05 at 5.44.56 PM.png ├── Screen Shot 2020-01-05 at 5.45.02 PM.png ├── Screen Shot 2020-01-05 at 5.45.09 PM.png ├── Screen Shot 2020-01-05 at 5.45.15 PM.png └── Screen Shot 2020-01-05 at 5.45.22 PM.png ├── 4.4.images ├── Screen Shot 2020-01-05 at 5.50.02 PM.png ├── Screen Shot 2020-01-05 at 5.50.09 PM.png ├── Screen Shot 2020-01-05 at 5.50.15 PM.png ├── Screen Shot 2020-01-05 at 5.50.22 PM.png ├── Screen Shot 2020-01-05 at 5.50.30 PM.png ├── Screen Shot 2020-01-05 at 5.50.38 PM.png ├── Screen Shot 2020-01-05 at 5.50.47 PM.png ├── Screen Shot 2020-01-05 at 5.50.53 PM.png ├── Screen Shot 2020-01-05 at 5.51.05 PM.png └── Screen Shot 2020-01-05 at 5.51.11 PM.png ├── 5.1.images ├── Screen Shot 2020-01-05 at 3.51.03 PM.png ├── Screen Shot 2020-01-05 at 3.51.10 PM.png ├── Screen Shot 2020-01-05 at 3.51.18 PM.png ├── Screen Shot 2020-01-05 at 3.51.26 PM.png ├── Screen Shot 2020-01-05 at 3.51.34 PM.png ├── Screen Shot 2020-01-05 at 3.51.39 PM.png ├── Screen Shot 2020-01-05 at 3.51.45 PM.png ├── Screen Shot 2020-01-05 at 3.51.51 PM.png ├── Screen Shot 2020-01-05 at 3.51.59 PM.png └── Screen Shot 2020-01-05 at 3.52.06 PM.png ├── 5.2.images ├── Screen Shot 2020-01-05 at 4.00.40 PM.png ├── Screen Shot 2020-01-05 at 4.00.47 PM.png ├── Screen Shot 2020-01-05 at 4.00.52 PM.png ├── Screen Shot 2020-01-05 at 4.00.59 PM.png ├── Screen Shot 2020-01-05 at 4.01.05 PM.png ├── Screen Shot 2020-01-05 at 4.01.11 PM.png ├── Screen Shot 2020-01-05 at 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