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Hands-On Machine Learning on Google Cloud Platform

You're reading from   Hands-On Machine Learning on Google Cloud Platform Implementing smart and efficient analytics using Cloud ML Engine

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Product type Paperback
Published in Apr 2018
Publisher Packt
ISBN-13 9781788393485
Length 500 pages
Edition 1st Edition
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Authors (3):
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Alexis Perrier Alexis Perrier
Author Profile Icon Alexis Perrier
Alexis Perrier
V Kishore Ayyadevara V Kishore Ayyadevara
Author Profile Icon V Kishore Ayyadevara
V Kishore Ayyadevara
Giuseppe Ciaburro Giuseppe Ciaburro
Author Profile Icon Giuseppe Ciaburro
Giuseppe Ciaburro
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Toc

Table of Contents (18) Chapters Close

Preface 1. Introducing the Google Cloud Platform FREE CHAPTER 2. Google Compute Engine 3. Google Cloud Storage 4. Querying Your Data with BigQuery 5. Transforming Your Data 6. Essential Machine Learning 7. Google Machine Learning APIs 8. Creating ML Applications with Firebase 9. Neural Networks with TensorFlow and Keras 10. Evaluating Results with TensorBoard 11. Optimizing the Model through Hyperparameter Tuning 12. Preventing Overfitting with Regularization 13. Beyond Feedforward Networks – CNN and RNN 14. Time Series with LSTMs 15. Reinforcement Learning 16. Generative Neural Networks 17. Chatbots

Google BigQuery

Data represents a fundamental factor for the management and growth of companies. Ensuring that data is protected, available and easily accessible is a fundamental requirement of any IT department. More importantly, another requirement is to ensure that data is used in the correct way: to manage processes, to inform decision makers, and to intervene intelligently in changing circumstances.

The way companies ensure data availability is rapidly changing. Cloud computing has seen impressive growth in recent years, both as a concept and as a practical component of the IT infrastructure.

Cloud computing is a technology that allows the use, via remote server, of software and hardware resources (such as mass storage for data storage), whose use is offered as a service by a provider, specifically by subscription.

A particularly interesting Cloud computing solution is...

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