concept AWS in category jupyter

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Machine Learning for Business: Using Amazon SageMaker and Jupyter

This is an excerpt from Manning's book Machine Learning for Business: Using Amazon SageMaker and Jupyter.

1.7.1. What are AWS and SageMaker, and how can they help you?

AWS is Amazon’s cloud service. It lets companies of all sizes set up servers and interact with services in the cloud rather than building their own data centers. AWS has dozens of services available to you. These range from compute services such as cloud-based servers (EC2), to messaging and integration services such as SNS (Simple Notification Service) messaging, to domain-specific machine learning services such as Amazon Transcribe (for converting voice to text) and AWS DeepLens (for machine learning from video feeds).

AWS is Amazon’s cloud service. At the time of writing this book, it has a larger share of the cloud service market than either Microsoft or Google, its two biggest competitors.

AWS consists of a large number of services ranging from servers to storage to specialized machine learning applications for text and images. In fact, one of the most difficult aspects of using a cloud service is understanding what each of the components does. While you are encouraged to explore the breadth of AWS services, for this book, we are only going to use two of them: S3 (AWS’s file storage service) and SageMaker (AWS’s machine learning platform).

The next pages’ forms relate to verifying your account. Likely, as a provider of compute services, AWS is subject to attempts by technically savvy users trying to get free services. Accordingly, there are a few steps to the verification process. The first verification step is a security check by typing annoyingly displayed characters (figure A.4).

Figure A.4. Verifying your account information: matching captcha characters

Clicking Call Me Now kicks off the second verification step, where you’ll receive an automated call from AWS. It will ask you to key in the four-digit code that is displayed on the page (figure A.5).

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