蒹葭苍苍,白露为霜。
所谓伊人,在水一方。

Applied Deep Learning – pdf – 电子书免费下载

Applied Deep Learning - pdf -  电子书免费下载

内容提要:

Work with advanced topics in deep learning, such as optimization algorithms, hyper-parameter tuning, dropout, and error analysis as well as strategies to address typical problems encountered when training deep neural networks. You’ll begin by studying the activation functions mostly with a single neuron (ReLu, sigmoid, and Swish), seeing how to perform linear and logistic regression using TensorFlow, and choosing the right cost function.

The next section talks about more complicated neural network architectures with several layers and neurons and explores the problem of random initialization of weights. An entire chapter is dedicated to a complete overview of neural network error analysis, giving examples of solving problems originating from variance, bias, overfitting, and datasets coming from different distributions.

Applied Deep Learning also discusses how to implement logistic regression completely from scratch without using any Python library except NumPy, to let you appreciate how libraries such as TensorFlow allow quick and efficient experiments. Case studies for each method are included to put into practice all theoretical information. You’ll discover tips and tricks for writing optimized Python code (for example vectorizing loops with NumPy).

What You Will Learn

  • Implement advanced techniques in the right way in Python and TensorFlow
  • Debug and optimize advanced methods (such as dropout and regularization)
  • Carry out error analysis (to realize if one has a bias problem, a variance problem, a data offset problem, and so on)
  • Set up a machine learning project focused on deep learning on a complex dataset

Who This Book Is For

Readers with a medium understanding of machine learning, linear algebra, calculus, and basic Python programming.

ISBN:1484237897

年份:2018

总页数:410

语言:English

文件大小:12.5 MB

文件格式:PDF, ePub

下载:关注本站公众号(右侧二维码),在 个性化-联系客服 中输入本文链接可获取文件下载链接。

赞(0) 打赏
未经允许不得转载:酷居科技 » Applied Deep Learning – pdf – 电子书免费下载

评论 抢沙发

  • 昵称 (必填)
  • 邮箱 (必填)
  • 网址

锦瑟无端五十弦,一弦一柱思华年

酷居科技联系我们

觉得文章有用就打赏一下文章作者

支付宝扫一扫打赏

微信扫一扫打赏