Hands-On Deep Learning for Images with TensorFlow : Build Intelligent Computer Vision Applications Using TensorFlow and Keras.

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Chapter 4: A Convolutional Neural Network; Convolutions; Pooling; Building a convolutional neural network; Deep neural network; Summary; Chapter 5: An Image Classification Server; REST API definition; Trained models in Docker containers; Making predictions; Summary; Other Books You May Enjoy; Index.

Detalles Bibliográficos
Clasificación:Libro Electrónico
Autor principal: Ballard, Will
Formato: Electrónico eBook
Idioma:Inglés
Publicado: Birmingham : Packt Publishing Ltd, 2018.
Temas:
Artificial intelligence.
Intelligence artificielle.
artificial intelligence.
Neural networks & fuzzy systems.
Data capture & analysis.
Computers > Intelligence (AI) & Semantics.
Computers > Neural Networks.
Computers > Data Processing.
Artificial intelligence
Acceso en línea:Texto completo
Tabla de Contenidos:
  • Cover; Title Page; Copyright and Credits; Packt Upsell; Contributors; Table of Contents; Preface; Chapter 1: Machine Learning Toolkit; Installing Docker; The machine learning Docker file; Sharing data; Machine learning REST service; Summary; Chapter 2: Image Data; MNIST digits; Tensors
  • multidimensional arrays; Turning images into tensors; Turning categories into tensors; Summary; Chapter 3: Classical Neural Network; Comparison between classical dense neural networks; Activation and nonlinearity; Softmax; Training and testing data; Dropout and Flatten; Solvers; Hyperparameters; Grid searches.

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