Time Series Forecasting with Amazon Forecast from Pluralsight

This course will teach you how to work with Amazon Forecast, a managed service that provides accurate future forecasts using machine learning, by preparing data, and training forecasting models.

Amazon Forecast is a managed service that provides accurate future forecasts using machine learning. In this course, Time Series Forecasting with Amazon Forecast, you will learn to use Amazon Forecast and machine learning technology to create an accurate time series forecast.

First, you will explore the basics of Amazon Forecast, how it works, and how to set it up to be ready for use.

Next, you will explore how to create a target time series dataset, by creating a group dataset and understanding domains and dataset types.

Next, you will learn how to train a predictor, creating and deploying predictor queries, and obtaining and visualizing actual and predicted results in the console.

When finished with this course, you will have the skills and knowledge on how to use Amazon Forecast to create accurate future time series forecasts by using custom model predictors with machine learning algorithms to create forecasts that can be easily reviewed.

What's inside

Syllabus

Course Overview

Getting Started with Amazon Forecast

Preparing Data for Amazon Forecast

Evaluating a Forecast

Good to know

Know what's good

, what to watch for

, and possible dealbreakers

Suitable for professionals in data analysis or machine learning looking to gain expertise in forecasting methods

Taught by experts in data science and business intelligence, ensuring high-quality instruction

Provides comprehensive instruction on topics such as data preparation, predictor training, and forecast evaluation

Offered in a flexible online format, making it accessible to learners with busy schedules

Utilizes real-world examples and case studies to enhance practical learning

Activities

Be better prepared before your course. Deepen your understanding during and after it. Supplement your coursework and achieve mastery of the topics covered in Time Series Forecasting with Amazon Forecast with these activities:

Explore Amazon Forecast Documentation and Examples

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Gain hands-on experience with Amazon Forecast by following guided tutorials and examples provided by AWS.

Browse courses on Amazon Forecast

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Read through the Amazon Forecast documentation
Follow step-by-step tutorials on creating and using Amazon Forecast
Explore code samples and examples provided by AWS

Practice Data Preparation for Amazon Forecast

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Strengthen data preparation skills by practicing the techniques covered in the course, ensuring that data is ready for use with Amazon Forecast.

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Obtain sample time series datasets
Clean and process data, handling missing values and outliers
Transform data into the required format for Amazon Forecast

Attend Workshops on Amazon Forecast Best Practices

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Gain insights and practical tips by attending workshops that focus on best practices for using Amazon Forecast effectively.

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Identify and register for workshops on Amazon Forecast best practices
Attend the workshops and take notes on key takeaways
Apply the best practices learned to your own Amazon Forecast projects

Four other activities

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Build a Forecasting Model with Amazon Forecast

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Demonstrate comprehension of Amazon Forecast's model building capabilities by creating a forecasting model using real-world or sample data.

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Select and prepare a time series dataset
Create a forecasting model using Amazon Forecast
Evaluate the model's performance and make adjustments as needed

Attend Meetups and Conferences Related to Amazon Forecast

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Expand your knowledge and connect with experts by attending industry meetups and conferences focused on Amazon Forecast and related technologies.

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Find and register for relevant meetups and conferences
Attend the events and actively participate in discussions
Connect with other attendees and exchange ideas

Participate in Amazon Forecast Challenges

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Challenge your skills and gain recognition by participating in Amazon Forecast challenges that involve solving real-world forecasting problems.

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Find and register for relevant Amazon Forecast challenges
Develop a solution using Amazon Forecast
Submit your solution and compete for prizes and recognition

Contribute to the Amazon Forecast Open Source Community

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Deepen your understanding of Amazon Forecast and contribute to the community by participating in open-source projects related to the service.

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Find open-source projects related to Amazon Forecast
Contribute code, documentation, or other resources to the project
Collaborate with other contributors and share knowledge

Career center

Learners who complete Time Series Forecasting with Amazon Forecast will develop knowledge and skills that may be useful to these careers:

Data Scientist

Data Scientists use their knowledge of statistics, modeling, and machine learning to analyze large amounts of data and extract meaningful insights. This course in Time Series Forecasting with Amazon Forecast can help build a foundation for a career as a Data Scientist by providing the skills necessary to forecast future trends and make data-driven decisions.

See salaries and explore the career path for Data Scientist

Machine Learning Engineer

Machine Learning Engineers design, develop, and deploy machine learning models. This course in Time Series Forecasting with Amazon Forecast can help build a foundation for a career as a Machine Learning Engineer by providing the skills necessary to build and deploy accurate machine learning models for forecasting future trends.

See salaries and explore the career path for Machine Learning Engineer

Data Analyst

Data Analysts use their skills in data analysis, statistics, and modeling to extract meaningful insights from data. This course in Time Series Forecasting with Amazon Forecast can help build a foundation for a career as a Data Analyst by providing the skills necessary to analyze time series data and forecast future trends.

See salaries and explore the career path for Data Analyst

Business Analyst

Business Analysts use their skills in data analysis, modeling, and communication to help businesses make better decisions. This course in Time Series Forecasting with Amazon Forecast can help build a foundation for a career as a Business Analyst by providing the skills necessary to analyze time series data and forecast future trends, which can be valuable for making informed business decisions.

See salaries and explore the career path for Business Analyst

Financial Analyst

Financial Analysts use their skills in finance, data analysis, and modeling to help businesses make better financial decisions. This course in Time Series Forecasting with Amazon Forecast can help build a foundation for a career as a Financial Analyst by providing the skills necessary to analyze time series data and forecast future trends, which can be valuable for making informed financial decisions.

See salaries and explore the career path for Financial Analyst

Marketing Analyst

Marketing Analysts use their skills in marketing, data analysis, and modeling to help businesses make better marketing decisions. This course in Time Series Forecasting with Amazon Forecast can help build a foundation for a career as a Marketing Analyst by providing the skills necessary to analyze time series data and forecast future trends, which can be valuable for making informed marketing decisions.

See salaries and explore the career path for Marketing Analyst

Operations Research Analyst

Operations Research Analysts use their skills in mathematics, modeling, and optimization to help businesses make better operational decisions. This course in Time Series Forecasting with Amazon Forecast can help build a foundation for a career as an Operations Research Analyst by providing the skills necessary to analyze time series data and forecast future trends, which can be valuable for making informed operational decisions.

See salaries and explore the career path for Operations Research Analyst

Quantitative Analyst

Quantitative Analysts use their skills in mathematics, modeling, and finance to help businesses make better financial decisions. This course in Time Series Forecasting with Amazon Forecast can help build a foundation for a career as a Quantitative Analyst by providing the skills necessary to analyze time series data and forecast future trends, which can be valuable for making informed financial decisions.

See salaries and explore the career path for Quantitative Analyst

Risk Analyst

Risk Analysts use their skills in risk management, data analysis, and modeling to help businesses identify and mitigate risks. This course in Time Series Forecasting with Amazon Forecast can help build a foundation for a career as a Risk Analyst by providing the skills necessary to analyze time series data and forecast future trends, which can be valuable for identifying and mitigating risks.

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Statistician

Statisticians use their skills in statistics, data analysis, and modeling to help businesses make better decisions. This course in Time Series Forecasting with Amazon Forecast can help build a foundation for a career as a Statistician by providing the skills necessary to analyze time series data and forecast future trends, which can be valuable for making informed decisions.

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Software Engineer

Software Engineers design, develop, and maintain software applications. This course in Time Series Forecasting with Amazon Forecast may be useful for Software Engineers who want to develop applications that use time series forecasting.

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Data Engineer

Data Engineers design, build, and maintain data pipelines and infrastructure. This course in Time Series Forecasting with Amazon Forecast may be useful for Data Engineers who want to build data pipelines that use time series forecasting.

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Database Administrator

Database Administrators design, build, and maintain databases. This course in Time Series Forecasting with Amazon Forecast may be useful for Database Administrators who want to build databases that store time series data.

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Cloud Architect

Cloud Architects design, build, and maintain cloud computing solutions. This course in Time Series Forecasting with Amazon Forecast may be useful for Cloud Architects who want to build cloud computing solutions that use time series forecasting.

See salaries and explore the career path for Cloud Architect

Business Intelligence Analyst

Business Intelligence Analysts use their skills in data analysis, modeling, and communication to help businesses make better decisions. This course in Time Series Forecasting with Amazon Forecast may be useful for Business Intelligence Analysts who want to develop skills in time series forecasting.

See salaries and explore the career path for Business Intelligence Analyst

Time Series Forecasting with Amazon Forecast

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