Book Image

Serverless Deep Learning with TensorFlow and AWS Lambda [Video]

By : Rustem Feyzkhanov
Book Image

Serverless Deep Learning with TensorFlow and AWS Lambda [Video]

By: Rustem Feyzkhanov

Overview of this book

<p>One of the main problems with deep learning models is finding the right way to deploy them within the company's IT infrastructure. Serverless architecture changes the rules of the game—instead of thinking about cluster management, scalability, and query processing, it allows us to focus specifically on training the model. This course prepares you to use your own custom-trained models with AWS Lambda to achieve a simplified serverless computing approach without spending much time and money. You will use AWS services to deploy TensorFlow models without spending hours training them. You'll learn to deploy with serverless infrastructures, create APIs, process pipelines, and more. By the end of the course, you will have implemented a project that demonstrates using AWS Lambda to serve TensorFlow models.</p> <p>All the code and supporting files for this course are available on Github at&nbsp;<a href="https://github.com/PacktPublishing/Serverless-Deep-Learning-with-TensorFlow-and-AWS-Lambda" target="_blank">https://github.com/PacktPublishing/Serverless-Deep-Learning-with-TensorFlow-and-AWS-Lambda</a></p> <h1>Style and Approach</h1> <p>This hands-on course supplies step-by-step instructions on how to work with serverless infrastructures on AWS as well as how to deploy deep learning models accordingly.</p>
Table of Contents (7 chapters)
Chapter 6
Creating Deep Learning Pipeline
Content Locked
Section 1
Introduction to AWS Simple Query Service
When we have a stream of events which we need to process, one of the best ways to do so is to organize queue which will allow us to handle the stream of events. AWS SQS allows to do exactly that and we will learn more on how it works. - Learn about the query services and how they are used in contemporary infrastructures - Explore existing services within AWS and learn why SQS is convenient job queue - Understand how AWS SQS works