Statistical Modeling Courses and Certifications

Microcredential

Statistical Modeling for Data Science Applications

Learn advanced statistical modeling techniques for data science, including linear regression, ANOVA, and generalized models, with real data analysis using R. Offered by University of Colorado Boulder.

• Coursera
• 17 weeks, 9 hours a week
• On-Demand
• Paid Course
• 3 courses

Applied Statistical Modeling for Data Analysis in R

1796 ratings at Udemy

Your Complete Guide to Statistical Data Analysis and Visualization For Practical Applications in R

• Udemy
• 9 hours 53 minutes
• On-Demand
• Paid Course

The Individual Within the Crowd: How Individual Forecasters Contribute to Ideal Group Forecasts

Explore optimal group forecasting with Santa Fe Institute. Learn about bias, variance tradeoff, and develop a statistical model for aggregate forecasts. Less than 1hr workload.

• YouTube
• 47 minutes
• On-Demand
• Free Online Course

Introduction to Statistical Modeling in R

This course is designed to get you up to speed with the most important and powerful methodologies in statistics.

• DataCamp
• 4 hours
• On-Demand
• Free Trial Available

Intermediate Statistical Modeling in R

In this follow-up course, you will expand your stat modeling skills from the introduction and dive into more advanced concepts.

• DataCamp
• 4 hours
• On-Demand
• Free Trial Available

Julia Silge

Handling Coefficients for Modeling Collegiate Sports Expenditures

Learn to handle model coefficients and intervals using tidymodels with Julia Silge. Understand collegiate sports expenditures through linear modeling in under an hour.

• YouTube
• 32 minutes
• On-Demand
• Free Online Course

Julia Silge

Explore Changes in Art Over Time With Tidymodels

Learn to train a regularized regression model with text features using tidymodels in less than an hour with Julia Silge. Explore art changes over time.

• YouTube
• 42 minutes
• On-Demand
• Free Online Course

LiquidBrain Bioinformatics

Linear Mixed Model in R with lme

Learn statistical modeling and linear mixed model application in R with LiquidBrain Bioinformatics. Understand relationships between variables and prevent false correlations.

• YouTube
• 26 minutes
• On-Demand
• Free Online Course

Association for Computing Machinery (ACM)

Learning from Data: The Two Cultures

Explore statistical and task modeling cultures in data learning with ACM's under 1-hour material. Taught by AI expert Adji Bousso Dieng, it highlights AI breakthroughs and experimental design.

• YouTube
• 1 hour
• On-Demand
• Free Online Course

Steve Brunton

Robust, Interpretable Statistical Models - Sparse Regression with the LASSO

Learn sparse regression and the LASSO algorithm with Steve Brunton in under an hour. Gain skills in building robust, interpretable models in data science and machine learning.

• YouTube
• 28 minutes
• On-Demand
• Free Online Course

Richard McElreath

Statistical Rethinking 2023 - Measurement & Misclassification

Richard McElreath's online material offers a deep dive into statistical rethinking, focusing on measurement error and misclassification, requiring 1-2 hours of study.

• YouTube
• 1 hour 17 minutes
• On-Demand
• Free Online Course

Richard McElreath

Statistical Rethinking 2023 - Correlated Features

Learn statistical rethinking with Richard McElreath, focusing on correlated features. Expect 1-2 hours of material including multivariate priors and correlated results.

• YouTube
• 1 hour 10 minutes
• On-Demand
• Free Online Course

Richard McElreath

Statistical Rethinking 2023 - Ordered Categories

Explore statistical rethinking with Richard McElreath, focusing on ordered categories, categorical models, and Dirichlet distributions in a 1-2 hour study.

• YouTube
• 1 hour 30 minutes
• On-Demand
• Free Online Course

Richard McElreath

Statistical Rethinking 2023 - Modeling Events

Learn statistical modeling with Richard McElreath's online material, focusing on discrimination, mediation, generative models, and survival analysis. Requires 1-2 hours.

• YouTube
• 1 hour 32 minutes
• On-Demand
• Free Online Course

Richard McElreath

Statistical Rethinking 2023 - Geocentric Models

Learn about geocentric models with Richard McElreath's statistical rethinking program. Expect to delve into Gaussian distributions, workflow, model notation, and analysis in 1-2 hours.

• YouTube
• 1 hour 14 minutes
• On-Demand
• Free Online Course