TensorFlow Guide

Tutorials

  • A Guide to TF Layers: Building a Convolutional Neural Network
  • Convolutional Neural Networks
  • How to Retrain Inception's Final Layer for New Categories
  • Image Recognition
  • Large-scale Linear Models with TensorFlow
  • Mandelbrot Set
  • Partial Differential Equations
  • Recurrent Neural Networks
  • Sequence-to-Sequence Models
  • TensorFlow Linear Model Tutorial
  • TensorFlow Wide & Deep Learning Tutorial
  • Tutorials
  • Using GPUs
  • Vector Representations of Words

    • Extend

  • A Tool Developer's Guide to TensorFlow Model Files
  • Adding a Custom Filesystem Plugin
  • Adding a New Op
  • Creating Estimators in tf.contrib.learn
  • Custom Data Readers
  • Extend
  • TensorFlow Architecture
  • TensorFlow in other languages

    • Performance

  • Benchmarks
  • Broadcasting semantics
  • Developing a new backend for XLA
  • High-Performance Models
  • How to Quantize Neural Networks with TensorFlow
  • Operation Semantics
  • Performance
  • Performance Guide
  • Shapes and Layout
  • Using AOT compilation
  • Using JIT Compilation
  • XLA Overview

    • Get Started

  • Building Input Functions with tf.contrib.learn
  • Deep MNIST for Experts
  • Getting Started
  • Logging and Monitoring Basics with tf.contrib.learn
  • MNIST For ML Beginners
  • TensorBoard Histogram Dashboard
  • TensorBoard: Embedding Visualization
  • TensorBoard: Graph Visualization
  • TensorBoard: Visualizing Learning
  • TensorFlow Mechanics 101
  • tf.contrib.learn Quickstart

    • Deploy

  • Deploy
  • Distributed TensorFlow
  • How to run TensorFlow on Hadoop
  • TensorFlow Serving

    • Guide

  • Exporting and Importing a MetaGraph
  • Frequently Asked Questions
  • How to Use TensorFlow Debugger with tf.contrib.learn
  • Programmer's Guide
  • Reading data
  • SavedModel CLI
  • Sharing Variables
  • Supervisor: Training Helper for Days-Long Trainings
  • Tensor Ranks, Shapes, and Types
  • TensorFlow Data Versioning: GraphDefs and Checkpoints
  • TensorFlow Debugger Command-Line-Interface Tutorial: MNIST
  • TensorFlow Version Semantics
  • Threading and Queues
  • Variables: Creation, Initialization, Saving, and Loading

    • Index

  • index