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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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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

BOX the ipython console

To launch a Jupyter Notebook in your instance and access it over the Web, you need to promote the ephemeral external IP address provided by default to your VM to a static external IP.

You also need to make sure that your instance is accepting HTTP and HTTPS traffic. For that, go to your VM page, edit it, and check the following checkboxes:

Since your Jupyter Notebook is open to all traffic on the web, you password-protect it:

  1. Generate a configuration:

$ jupyter notebook --generate-config
  1. And add a password with:
$ jupyter notebook password

More info on how to protect your public Notebook, including using ssh keys and adding encryption, is available at http://jupyter-notebook.readthedocs.io/en/latest/public_server.html.

  1. Launch your Jupyter Notebook with:
$ jupyter notebook --ip=0.0.0.0 --port=8888 --no-browser &

This generates a token and the...

You have been reading a chapter from
Hands-On Machine Learning on Google Cloud Platform
Published in: Apr 2018
Publisher: Packt
ISBN-13: 9781788393485
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