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Time Series Modeling Methods

Learn how to build and evaluate time series forecasting models using statistical and machine learning techniques. This course will teach you model selection, autocorrelation analysis, validation strategies, and performance metrics.

Beginner
1h 14m

Created by Dhiraj Kumar

Last Updated Jul 03, 2026

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  • Course

Time Series Modeling Methods

Learn how to build and evaluate time series forecasting models using statistical and machine learning techniques. This course will teach you model selection, autocorrelation analysis, validation strategies, and performance metrics.

Beginner
1h 14m

Created by Dhiraj Kumar

Last Updated Jul 03, 2026

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What you'll learn

Forecasting future trends from historical data is a critical capability across industries, yet selecting the right modeling approach and evaluation strategy can be complex.

In this course, Time Series Modeling Methods, you’ll gain the ability to build, evaluate, and compare forecasting models effectively.

First, you’ll explore foundational statistical and machine learning approaches used in time series forecasting.

Next, you’ll discover how to analyze temporal dependencies using autocorrelation and lag-based techniques.

Finally, you’ll learn how to select appropriate models, evaluate them using forecasting-specific metrics, and apply robust validation strategies to ensure reliable performance.

When you’re finished with this course, you’ll have the skills and knowledge of time series modeling needed to design, implement, and evaluate forecasting solutions for real-world business problems.

Time Series Modeling Methods
Beginner
1h 14m
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About the author
Dhiraj Kumar - Pluralsight course - Time Series Modeling Methods
Dhiraj Kumar
14 courses 3.7 author rating 54 ratings

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