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Effective Amazon Machine Learning

You're reading from   Effective Amazon Machine Learning Expert web services for machine learning on cloud

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Product type Paperback
Published in Apr 2017
Publisher Packt
ISBN-13 9781785883231
Length 306 pages
Edition 1st Edition
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Author (1):
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Alexis Perrier Alexis Perrier
Author Profile Icon Alexis Perrier
Alexis Perrier
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Table of Contents (10) Chapters Close

Preface 1. Introduction to Machine Learning and Predictive Analytics FREE CHAPTER 2. Machine Learning Definitions and Concepts 3. Overview of an Amazon Machine Learning Workflow 4. Loading and Preparing the Dataset 5. Model Creation 6. Predictions and Performances 7. Command Line and SDK 8. Creating Datasources from Redshift 9. Building a Streaming Data Analysis Pipeline

Creating the datasource


When working with Amazon ML, the data always resides in S3 and it is not duplicated in Amazon ML. A datasource is the metadata that indicates the location of the input data allowing Amazon ML to access it. Creating a datasource also generates descriptive statistics related to the data and a schema with information on the nature of the variables. Basically, the datasource gives Amazon ML all the information it requires to be able to train a model. The following are the steps you need to follow to create a datasource:

  1. Go to Amazon Machine Learning: https://console.aws.amazon.com/machinelearning/home.
  2. Click on getting started, you will be given a choice between accessing the Dashboard and Standard setup. This time choose the standard setup:

Perform the following steps, as shown in the following screenshot:

  1. Choose an S3 location.
  2. Start typing the name of the bucket in the s3 location field, and the list folders and files should show up.
  3. Select the titanic_train.csv file.

 

  1. Give...
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