Introduction to Predictive Modeling

Introduction to Predictive Modeling It's a Free Course. Enroll it before the instructor makes it to the paid course.

By the end of the course, you will be able to learn and Understand:

  • How to fit a multiple linear regression model using Excel’s Regression tool and Trend() function
  • Making Predictions using the Regression Tool and Trend() function
  • How to prepare a dataset for predictive modeling
  • Handling Different Types of Variables
  • How to use Excel Pivot Table to Explore Column Values
  • How to use Excel VLOOKUP to Encode Ordinal Variables
  • How to use Excel IF function to Encode Nominal Variables
  • How to Forecast using the Moving Averages Model
  • Understand the concepts, processes, and applications of predictive modeling.
  • Understand the structure of and intuition behind linear regression models.
  • Be able to fit simple and multiple linear regression models to data, interpret the results, evaluate the goodness of fit, and use fitted models to make predictions.
  • Understand the problem of overfitting and underfitting and be able to conduct simple model selection.
  • Understand the concepts, processes, and applications of time series forecasting as a special type of predictive modeling.
  • Be able to fit several time-series-forecasting models (e.g., exponential smoothing and Holt-Winter’s method) in Excel, evaluate the goodness of fit, and use fitted models to make forecasts.
  • Understand different types of data and how they may be used in predictive models.
  • Use Excel to prepare data for predictive modeling, including exploring data patterns, transforming data, and dealing with missing values.
  • Understanding the Mechanics of a Regression Model

Course Instructors De Liu & Offered by University of Minnesota from Coursera

Course Duration: Approx. 12 hours

Can I download Introduction to Predictive Modeling course?

You can download videos for offline viewing in the Android/iOS app. When course instructors enable the downloading feature for lectures of the course, then it can be downloaded for offline viewing on a desktop.
Can I get a certificate after completing the course?
Yes, upon successful completion of the course, learners will get the course e-Certification from the course provider. The Introduction to Predictive Modeling course certification is a proof that you completed and passed the course. You can download it, attach it to your resume, share it through social media.
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