TensorFlow For Dummies

Ön Kapak
John Wiley & Sons, 3 Nis 2018 - 368 sayfa

Become a machine learning pro!

Google TensorFlow has become the darling of financial firms and research organizations, but the technology can be intimidating and the learning curve is steep. Luckily, TensorFlow For Dummies is here to offer you a friendly, easy-to-follow book on the subject. Inside, you’ll find out how to write applications with TensorFlow, while also grasping the concepts underlying machine learning—all without ever losing your cool!

Machine learning has become ubiquitous in modern society, and its applications include language translation, robotics, handwriting analysis, financial prediction, and image recognition. TensorFlow is Google's preeminent toolset for machine learning, and this hands-on guide makes it easy to understand, even for those without a background in artificial intelligence.

  • Install TensorFlow on your computer
  • Learn the fundamentals of statistical regression and neural networks
  • Visualize the machine learning process with TensorBoard
  • Perform image recognition with convolutional neural networks (CNNs)
  • Analyze sequential data with recurrent neural networks (RNNs)
  • Execute TensorFlow on mobile devices and the Google Cloud Platform (GCP)

If you’re a manager or software developer looking to use TensorFlow for machine learning, this is the book you’ll want to have close by.

 

Seçilmiş sayfalar

İçindekiler

Introduction
3
Getting Your Feet Wet
17
Executing Graphs in Sessions
45
Training
65
Implementing Machine Learning
97
Multiple Categories
110
Introducing Neural Networks and Deep Learning
117
Classifying Images with Convolutional
149
Simplifying and Accelerating TensorFlow
199
Using Threads Devices and Clusters
225
Developing Applications with Estimators
247
Running Applications on the Google Cloud Platform GCP
277
The Part of Tens
307
Ten Recommendations for Training
315
Index
319
TensorFlow For Dummies
320

Analyzing Sequential Data with Recurrent
179
Telif Hakkı

Diğer baskılar - Tümünü görüntüle

TensorFlow For Dummies
Matthew Scarpino
Sınırlı önizleme - 2018
TensorFlow For Dummies
Matthew Scarpino
Sınırlı önizleme - 2018

Sık kullanılan terimler ve kelime öbekleri

Accelerating TensorFlow accepts application argument assign associates batch bucket called cell CHAPTER classifier Cloud cluster column command compute configuration constructor containing convolution create dataset default demonstrates Description determines developers discussion elements Engine equal estimator evaluate example execute explains feature_column field Figure filter flags following code four function given Google graph identifies Implementing important initial input install instance iterator labels launch layer linear load loss machine learning matrix mean method module multiple name=None neural networks nodes normalization object operations optimizer output package parameter perform pixels points prediction presents prints produces provides Python regression requires result returns server sess session shape Simplifying and Accelerating specific steps Storage string summary Table task tensor TensorFlow threads update values variables weights worker

Yazar hakkında (2018)

Matthew Scarpino has been a programmer and engineer for more than 20 years. He has worked extensively with machine learning applications, especially those involving financial analysis, cognitive modeling, and image recognition. Matthew is a Google Certified Data Engineer and blogs about TensorFlow at tfblog.com.

Kaynakça bilgileri

BaşlıkTensorFlow For Dummies
YazarMatthew Scarpino
Baskıresimli
YayıncıJohn Wiley & Sons, 2018
ISBN1119466210, 9781119466215
Uzunluk368 sayfa
  
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