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课程二(Improving Deep Neural Networks: Hyperparameter tuning, Regularization and Optimization),第三周(Hyperparameter tuning, Batch Normalization and Programming Frameworks) —— 2.Programming assignments

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Tensorflow

Welcome to the Tensorflow Tutorial! In this notebook you will learn all the basics of Tensorflow. You will implement useful functions and draw the parallel with what you did using Numpy. You will understand what Tensors and operations are, as well as how to execute them in a computation graph.

After completing this assignment you will also be able to implement your own deep learning models using Tensorflow. In fact, using our brand new SIGNS dataset, you will build a deep neural network model to recognize numbers from 0 to 5 in sign language with a pretty impressive accuracy.

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【中文翻译】

Tensorflow

欢迎来到 Tensorflow 教程!在本笔记本中, 您将学习 Tensorflow 的所有基础知识。您将实现有用的函数,并与您使用 Numpy 实现并行一样,实现并行化。您将了解什么是张量和运算, 以及如何在计算图中执行它们。
 
完成此任务后, 您还可以使用 Tensorflow 实现自己的深入学习模型。事实上, 使用我们的全新标志SIGNS数据集, 您将建立一个深的神经网络模型, 以识别数字从0到5的符号语言,并取得相当可观的准确性。
 

TensorFlow Tutorial

Welcome to this week‘s programming assignment. Until now, you‘ve always used numpy to build neural networks. Now we will step you through a deep learning framework that will allow you to build neural networks more easily. Machine learning frameworks like TensorFlow, PaddlePaddle, Torch, Caffe, Keras, and many others can speed up your machine learning development significantly. All of these frameworks also have a lot of documentation, which you should feel free to read. In this assignment, you will learn to do the following in TensorFlow:

  • Initialize variables
  • Start your own session
  • Train algorithms
  • Implement a Neural Network

Programing frameworks can not only shorten your coding time, but sometimes also perform optimizations that speed up your code.

课程二(Improving Deep Neural Networks: Hyperparameter tuning, Regularization and Optimization),第三周(Hyperparameter tuning, Batch Normalization and Programming Frameworks) —— 2.Programming assignments

原文:http://www.cnblogs.com/hezhiyao/p/8082980.html

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