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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

Life cycle management

With Google Cloud Storage, the life cycle management of objects becomes simple and immediate. The life cycle of an object is the time between the creation of an object and its destruction. The rules for the duration of the object vary significantly between the programming platforms. In the case of archived objects we refer to the time in which the object remains stored in the space assigned to it.

The life cycle of a bucket can be managed through its configuration. The configuration contains a set of rules that apply to all objects in the bucket. The action specified on the object is performed when the object meets the criteria of one of the rules.

To enable life cycle for a bucket using the Google Cloud Console:

  1. Go to Open the Google Cloud Platform Console and click on the Cloud Storage browser; the following window is opened:
  1. In this window, examine...
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