Book

Hands-On Artificial Intelligence on Amazon Web Services

AI in AWS covers primarily two broad topics – a) how to leverage readily available AI/ML APIs and b) how to build, train and deploy ML models from scratch, to solve diverse business problems, such as demand forecasting, image classification, topic modeling, speech and text recognition. By the end of the book, you will have learned how to build production grade AI/ML applications in AWS

Offered byPackt Logo

Difficulty Level

Intermediate

Completion Time

14h12m

Language

English

About Book

Who Is This Book For?

This book is for data scientists, machine learning developers, deep learning researchers, and artificial intelligence enthusiasts who want to harness the power of AWS to implement powerful artificial intelligence solutions. A basic understanding of machine learning concepts is expected.

Book content

chapters 14h12m total length

Introduction to Artificial Intelligence on AWS

Anatomy of an Modern AI Application

Detecting and Translating Text with AWS Rekognition and AWS Translate

Performing speech-to-text and Vice-versa with AWS Transcribe and AWS Polly

Extracting Information from Text with AWS Comprehend

Building a Voice Chatbot with AWS Lex

Working with Amazon SageMaker

Creating Machine Learning Inference Pipelines with Amazon SageMaker

Discovering Topics in Text Collections using Amazon SageMaker

Classifying Images using Amazon SageMaker

Sales Forecasting with Deep Learning and Auto Regression

Model Accuracy Degradation and Feedback Loop

What's Next

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