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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 2. Google Compute Engine FREE CHAPTER 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

Features of Firebase

Some of the features that Firebase provides are as follows:

  • Real-time database: Enables us to store and sync app data in milliseconds
  • Cloud firestore: Enables us to store and sync data on global scale
  • Cloud functions: Enables us to run backend code without managing servers
  • Hosting: Delivers web app assets with speed and security
  • Performance monitoring: Helps gain insights into an app's performance
  • Crashlytics: Enables us to prioritize and fix issues with powerful, real-time crash reporting
  • Authentication: Helps us authenticate users simply and securely
  • Cloud storage: Enables us to store and serve files at Google scale
  • Predictions: Enables us to define dynamic user groups based on predicted behavior
  • Remote config: Enables us to modify our app without deploying a new version
  • App indexing: Enables us to drive search traffic to mobile app
  • Cloud messaging...
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