课程培训
TensorFlow for Image Recognition培训课程

 

培训内容:
1Machine Learning and Recursive Neural Networks (RNN) basics
NN and RNN
Backprogation
Long short-term memory (LSTM)
2TensorFlow Basics
Creation, Initializing, Saving, and Restoring TensorFlow variables
Feeding, Reading and Preloading TensorFlow Data
How to use TensorFlow infrastructure to train models at scale
Visualizing and Evaluating models with TensorBoard
3TensorFlow Mechanics 101
Tutorial Files
Prepare the Data
Build the Graph
Train the Model
Evaluate the Model
4Advanced Usage
Threading and Queues
Distributed TensorFlow
Writing Documentation and Sharing your Model
Customizing Data Readers
Using GPUs
Manipulating TensorFlow Model Files
5TensorFlow Serving
Introduction
Basic Serving Tutorial
Advanced Serving Tutorial
Serving Inception Model Tutorial
6Convolutional Neural Networks
Overview
Code Organization
CIFAR-10 Model
Launching and Training the Model
Evaluating a Model
Training a Model Using Multiple GPU Cards
7Deep Learning for MNIST
Setup
Load MNIST Data
Start TensorFlow InteractiveSession
Build a Softmax Regression Model
Placeholders
Variables
Predicted Class and Cost Function
Train the Model
Evaluate the Model
Build a Multilayer Convolutional Network
Weight Initialization
Convolution and Pooling
First Convolutional Layer
Second Convolutional Layer
Densely Connected Layer
Readout Layer
Train and Evaluate the Model
8Image Recognition
Inception-v3
  C++
  Java



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