Time Series Analysis on AWS
Time Series Analysis on AWS teaches you how to leverage AI/ML managed services to deliver desired business outcomes with time series data. This book will help you solve modern time series analysis problems such as forecasting and anomaly detection using industrial equipment sensors or business metrics.
Offered by
Difficulty Level
Intermediate
Completion Time
15h16m
Language
English
About Book
Who Is This Book For?
If you're a data analyst, business analyst, or data scientist looking to analyze time series data effectively for solving business problems, this is the book for you. Basic statistics knowledge is assumed, but no machine learning knowledge is necessary. Prior experience with time series data and how it relates to various business problems will help you get the most out of this book. This guide will also help machine learning practitioners find new ways to leverage their skills to build effective time series-based applications.
Time Series Analysis on AWS
- About Book
- Who Is This Book For?
- Book Content
Book content
chapters • 15h16m total length
An Overview of Time Series Analysis
An Overview of Amazon Forecast
Creating a Project and Ingesting Your Data
Training a Predictor with AutoML
Customizing Your Predictor Training
Generating New Forecasts
Improving and Scaling Your Forecast Strategy
An Overview of Amazon Lookout for Equipment
Creating a Dataset and Ingesting Your Data
Training and Evaluating a Model
Scheduling Regular Inferences
Reducing Time to Insights for Anomaly Detections
An Overview of Amazon Lookout for Metrics
Creating and Activating a Detector
Viewing Anomalies and Providing Feedback
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