Regression Analysis Courses and Certifications

Modeling Data in the Tidyverse

10 ratings at Coursera

Build statistical and prediction models in R: hypothesis testing, simple and multiple linear regression with lm(), and machine learning workflows with tidymodels on air pollution and complaints data.

• Coursera
• 11 weeks, 2 hours a week
• Self-Paced
• Paid Course

Linear Regression in R for Public Health

533 ratings at Coursera

Build linear regression models in R using COPD data: generate Pearson and Spearman correlations, add categorical predictors and interaction terms, and test model assumptions.

• Coursera
• 4 weeks, 4 hours a week
• Self-Paced
• Paid Course

Cluster Analysis, Association Mining, and Model Evaluation

47 ratings at Coursera

Explore cluster analysis and segmentation, apply collaborative filtering and association rules mining, and evaluate classification and regression models using confusion matrices and scatter plots.

• Coursera
• 4 weeks, 1 hour a week
• Self-Paced
• Paid Course

Inferential Statistics

615 ratings at Coursera

Learn to infer population relations from samples: significance testing, z- and t-tests, Chi-square, simple and multiple regression, analysis of variance, and non-parametric tests.

• Coursera
• 8 weeks, 2 hours a week
• Self-Paced
• Paid Course

Bayesian Statistics: Techniques and Models

497 ratings at Coursera

Build, fit, and compare Bayesian models in R and JAGS: MCMC with Metropolis-Hastings and Gibbs sampling, linear regression, ANOVA, logistic and Poisson regression.

• Coursera
• 5 weeks, 6 hours a week
• Self-Paced
• Paid Course

Data Science: Linear Regression

29 ratings at edX

Learn how to use R to implement linear regression, one of the most common statistical modeling approaches in data science.

• edX
• 8 weeks, 1-2 hours a week
• Self-Paced
• Free Online Course (Audit)

Meaningful Marketing Insights

293 ratings at Coursera

Turn raw consumer data into marketing insights: summarize data with pivot tables and visualizations in Excel, then run regressions on sales and brand-choice outcomes.

• Coursera
• 5 weeks, 2 hours a week
• Self-Paced
• Paid Course

Probability and Statistics for Business and Data Science

8003 ratings at Udemy

Learn how to apply probability and statistics to real data science and business applications!

• Udemy
• 5 hours 14 minutes
• Self-Paced
• Paid Course

Coursera

Linear Regression with Python

442 ratings at Coursera

Implement linear regression from scratch with Python and NumPy, coding gradient descent to see how the optimization algorithm and training process actually work.

• Coursera
• 1 hour 45 minutes
• Self-Paced
• Paid Course

SPSS Masterclass: Learn SPSS Scratch to Advanced

6956 ratings at Udemy

The Only Course You Will Ever Need to Learn IBM SPSS Statistics, Research, & Data Analysis Scratch to Advanced Level

• Udemy
• 1 day 11 hours 29 minutes
• Self-Paced
• Paid Course

Deep Learning Prerequisites: Linear Regression in Python

6815 ratings at Udemy

Data science, machine learning, and artificial intelligence in Python for students and professionals

• Udemy
• 6 hours 21 minutes
• Self-Paced
• Paid Course

Beginner Statistics for Data Analytics - Learn the Easy Way!

6226 ratings at Udemy

Learn the fundamentals of statistics and regression analysis in an easy, fun way! No background in stats necessary

• Udemy
• 3 hours 13 minutes
• Self-Paced
• Paid Course

Response Surfaces, Mixtures, and Model Building

67 ratings at Coursera

Optimize processes after factor screening: build response surface designs, fit regression models, run mixture and computer experiments, and apply robust parameter design.

• Coursera
• 4 weeks, 3 hours a week
• Self-Paced
• Paid Course

Career Certificate

Excel Skills for Business Forecasting

331 ratings at Coursera

Build business forecasts in Excel: decompose time series data, fit causal regression models for time series and cross-sectional data, and apply structured judgmental forecasting methods.

• Coursera
• 4 weeks, 10 hours a week
• Self-Paced
• Paid Course
• 3 courses

Academic Lesson

SPSS Tutorial for Data Analysis - SPSS for Beginners

7 ratings

A beginner-friendly SPSS tutorial for interpreting and running reliability tests, regression models, ANOVA, hypothesis tests, and factor analyses.

• YouTube
• 2 hours 31 minutes
• Self-Paced
• Free Video