├── 0. Preamble.ipynb ├── 1. ANN ├── 1.1 Introduction - Deep Learning and ANN.ipynb ├── 1.1.1 Perceptron and Adaline.ipynb └── 1.1.2 MLP and MNIST.ipynb ├── 2. Deep Learning Frameworks ├── 2.1 Introduction - Theano.ipynb ├── 2.2 Introduction - Tensorflow.ipynb ├── 2.3 Introduction to Keras.ipynb ├── 2.3.1 Keras Backend.ipynb ├── kaggle_data.py └── mnist_data.py ├── 3. Fully Connected Networks and Embeddings ├── 3.0 - MNIST Dataset.ipynb └── 3.1 Hidden Layer Representation and Embeddings.ipynb ├── 4. Convolutional Neural Networks ├── 4.1 Convolutional Neural Networks.ipynb ├── 4.2. MNIST CNN.ipynb ├── 4.3 CIFAR10 CNN.ipynb └── 4.4 Deep Convolutional Neural Networks.ipynb ├── 5. HyperParameter Tuning and Transfer Learning ├── 5.1 HyperParameter Tuning.ipynb ├── 5.3 Transfer Learning & Fine-Tuning.ipynb └── 5.3.1 Keras and TF Integration.ipynb ├── 6. AutoEncoders and Embeddings ├── 6.1. AutoEncoders and Embeddings.ipynb ├── 6.2 NLP and Deep Learning.ipynb ├── word2vec.py └── word_embedding.py ├── 7. Recurrent Neural Networks ├── 7.1 RNN and LSTM.ipynb └── 7.2 LSTM for Sentence Generation.ipynb ├── 8. Extra ├── 8.1 Custom Layer.ipynb └── 8.2 Multi-Modal Networks.ipynb ├── Conclusions.ipynb ├── LICENSE ├── README.md ├── data ├── intro_to_ann.csv ├── kaggle_ottogroup │ ├── test.csv │ └── train.csv ├── mnist.pkl.gz └── word_embeddings │ ├── female_blog_list.txt │ ├── male_blog_list.txt │ ├── rt-polarity.neg │ └── rt-polarity.pos ├── deep-learning-osx.yml ├── deep-learning.yml ├── imgs ├── ConvNet LeNet.png ├── LSTM3-chain.png ├── MLP.png ├── MaxPool.png ├── Perceptron and MLP.png ├── Perceptron.png ├── RNN-rolled.png ├── RNN-unrolled.png ├── autoencoder.png ├── backprop.png ├── bkwd_step_net.png ├── cnn1.png ├── cnn2.png ├── cnn3.png ├── cnn4.png ├── cnn5.png ├── cnn6.png ├── conference_logo.png ├── conv.png ├── convnets_cover.png ├── dl_overview.png ├── fwd_step.png ├── fwd_step_net.png ├── github.jpg ├── gmail_small.png ├── gplus_small.png ├── gru.png ├── imagenet │ ├── apricot_565.jpeg │ ├── apricot_696.jpeg │ ├── apricot_787.jpeg │ ├── strawberry_1157.jpeg │ ├── strawberry_1174.jpeg │ └── strawberry_1189.jpeg ├── keDyv.png ├── keras-logo-small.jpg ├── keras-tensorflow-logo.jpg ├── keras_rank.jpg ├── keras_rank_details.jpg ├── linkedin_small.png ├── logistic_function.png ├── mlp_details.png ├── mnist.png ├── multi-layers-1.png ├── multi-layers-2.png ├── multi_input_model.png ├── overfitting.png ├── releases │ ├── BIforum.PNG │ ├── euroscipy_2016_logo.png │ ├── keras-tensorflow-logo.jpg │ ├── pydata_florence.png │ ├── pydata_london.png │ ├── pyss2016_logo.png │ └── webvalley2017.png ├── resnet34.png ├── resnet_bb.png ├── rnn.png ├── rnn2.png ├── sigmoid.png ├── single_layer.png ├── tensorflow_head.png ├── tf_logo.png ├── twitter_small.png ├── vgg16.png └── vgg19.png └── solutions ├── sol_111.py ├── sol_112.py ├── sol_223.py ├── sol_2311.py ├── sol_2312.py ├── sol_2313.py ├── sol_312.py ├── sol_321.py └── sol_821.py /0. Preamble.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/leriomaggio/deep-learning-keras-tensorflow/HEAD/0. Preamble.ipynb -------------------------------------------------------------------------------- /1. ANN/1.1 Introduction - Deep Learning and ANN.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/leriomaggio/deep-learning-keras-tensorflow/HEAD/1. ANN/1.1 Introduction - Deep Learning and ANN.ipynb -------------------------------------------------------------------------------- /1. ANN/1.1.1 Perceptron and Adaline.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/leriomaggio/deep-learning-keras-tensorflow/HEAD/1. ANN/1.1.1 Perceptron and Adaline.ipynb -------------------------------------------------------------------------------- /1. 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