├── README.md ├── chapters ├── 02_installation │ ├── My First Notebook.ipynb │ └── my_first_tensorflow_code.py ├── 03_tensorflow_fundamentals │ ├── TensorFlow Fundamentals - Basic Graph.ipynb │ ├── TensorFlow Fundamentals - Name Scope Examples.ipynb │ ├── TensorFlow Fundamentals - Vectorized Graph with Summaries and Name Scopes.ipynb │ ├── basic_graph.py │ ├── name_scopes.py │ └── vectorized_graph.py ├── 04_machine_learning_basics │ ├── generic.py │ ├── linear_regression.py │ ├── logistic_regression.py │ └── softmax.py ├── 05_object_recognition_and_classification │ ├── .ipynb_checkpoints │ │ ├── Chapter 5 - 01 Overview-checkpoint.ipynb │ │ └── Chapter 5 - 02 Convolutions-checkpoint.ipynb │ ├── Chapter 5 - 01 Overview.ipynb │ ├── Chapter 5 - 02 Convolutions.ipynb │ ├── Chapter 5 - 03 Layers.ipynb │ ├── Chapter 5 - 04 Working with Images.ipynb │ ├── Chapter 5 - 05 CNN Implementation.ipynb │ ├── Chapter 5 - 06 Conclusion and Next Steps.ipynb │ ├── images │ │ └── chapter-05-object-recognition-and-classification │ │ │ ├── cnn-implementation │ │ │ └── network-architecture.png │ │ │ ├── convolution │ │ │ ├── example-edge-detection.png │ │ │ ├── example-original.png │ │ │ ├── example-sharpen.png │ │ │ ├── filter.png │ │ │ ├── kernel-stride.png │ │ │ ├── n02113023_219.jpg │ │ │ └── red-filter.png │ │ │ ├── convolutional-neural-networks │ │ │ ├── cnn-architecture.png │ │ │ ├── first-conv-layer.png │ │ │ ├── imagenet-dogs-example.jpg │ │ │ ├── original-grayscale.png │ │ │ └── simplified-convolutional-layer.png │ │ │ ├── layers │ │ │ ├── avg-pool.png │ │ │ └── max-pooling.png │ │ │ └── working-with-images │ │ │ ├── manipulation-example.png │ │ │ ├── pug-example.png │ │ │ ├── test-input-image-large.jpg │ │ │ └── test-input-image.jpg │ ├── output │ │ └── .keep │ └── requirements.txt ├── 06_recurrent_neural_networks_and_natural_language_processing │ ├── 01_wikipedia │ │ ├── EmbeddingModel.py │ │ ├── README.md │ │ ├── Wikipedia.py │ │ ├── batched.py │ │ ├── helpers │ │ │ ├── __init__.py │ │ │ ├── attribute_dictionary.py │ │ │ ├── disk_cache_decorator.py │ │ │ ├── disk_cache_decorator_example.py │ │ │ ├── download.py │ │ │ ├── ensure_directory.py │ │ │ ├── lazy_property_decorator.py │ │ │ ├── lazy_property_decorator_example.py │ │ │ ├── overwrite_graph_decorator.py │ │ │ └── overwrite_graph_decorator_example.py │ │ ├── skipgrams.py │ │ └── train.py │ ├── 02_imdb │ │ ├── Embedding.py │ │ ├── ImdbMovieReviews.py │ │ ├── README.md │ │ ├── SequenceClassificationModel.py │ │ ├── helpers │ │ │ ├── __init__.py │ │ │ ├── attribute_dictionary.py │ │ │ ├── disk_cache_decorator.py │ │ │ ├── disk_cache_decorator_example.py │ │ │ ├── download.py │ │ │ ├── ensure_directory.py │ │ │ ├── lazy_property_decorator.py │ │ │ ├── lazy_property_decorator_example.py │ │ │ ├── overwrite_graph_decorator.py │ │ │ └── overwrite_graph_decorator_example.py │ │ ├── preprocess_batched.py │ │ └── train.py │ ├── 03_ocr │ │ ├── BidirectionalSequenceLabellingModel.py │ │ ├── OcrDataset.py │ │ ├── README.md │ │ ├── SequenceLabellingModel.py │ │ ├── batched.py │ │ ├── helpers │ │ │ ├── __init__.py │ │ │ ├── attribute_dictionary.py │ │ │ ├── disk_cache_decorator.py │ │ │ ├── disk_cache_decorator_example.py │ │ │ ├── download.py │ │ │ ├── ensure_directory.py │ │ │ ├── lazy_property_decorator.py │ │ │ ├── lazy_property_decorator_example.py │ │ │ ├── overwrite_graph_decorator.py │ │ │ └── overwrite_graph_decorator_example.py │ │ ├── train.py │ │ └── train_bidirectional.py │ └── 04_arxiv │ │ ├── ArxivAbstracts.py │ │ ├── PredictiveCodingModel.py │ │ ├── Preprocessing.py │ │ ├── README.md │ │ ├── Sampling.py │ │ ├── Training.py │ │ ├── get_params.py │ │ ├── helpers │ │ ├── __init__.py │ │ ├── attribute_dictionary.py │ │ ├── disk_cache_decorator.py │ │ ├── disk_cache_decorator_example.py │ │ ├── download.py │ │ ├── ensure_directory.py │ │ ├── lazy_property_decorator.py │ │ ├── lazy_property_decorator_example.py │ │ ├── overwrite_graph_decorator.py │ │ └── overwrite_graph_decorator_example.py │ │ ├── sample.py │ │ └── train.py ├── 07_production │ ├── BUILD │ ├── WORKSPACE │ ├── classification_service.proto │ ├── classification_service_pb2.py │ ├── client.py │ ├── export.py │ └── server.cc └── 08_helpers │ ├── __init__.py │ ├── attribute_dictionary.py │ ├── disk_cache_decorator.py │ ├── disk_cache_decorator_example.py │ ├── download.py │ ├── ensure_directory.py │ ├── lazy_property_decorator.py │ ├── lazy_property_decorator_example.py │ ├── overwrite_graph_decorator.py │ └── overwrite_graph_decorator_example.py ├── errata ├── 03_tensorflow_fundamentals_errata.md └── 04_machine_learning_basics_errata.md └── img └── book_cover.jpg /README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/backstopmedia/tensorflowbook/HEAD/README.md -------------------------------------------------------------------------------- /chapters/02_installation/My First Notebook.ipynb: 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