Regression Analysis Courses and Certifications

Richard McElreath

Statistical Rethinking 2022 - Counts & Confounds

Explore statistical rethinking with focus on counts and confounds. Learn about confounded admissions, sensitivity analysis, proxies, factors, and Poisson GLMs in this comprehensive lecture.

• YouTube
• 1 hour 14 minutes
• Self-Paced
• Free Video

Machine Learning Foundations Course – Regression Analysis

Comprehensive exploration of regression analysis in machine learning, from foundational concepts to advanced techniques, with hands-on projects for practical application and skill development.

• freeCodeCamp
• 10 hours
• Self-Paced
• Free Video

Association for Computing Machinery (ACM)

Learning from Data: The Two Cultures

Explore statistical and task modeling approaches in AI, their strengths, limitations, and the importance of integrating principles from both cultures for more robust and responsible machine learning.

• YouTube
• 1 hour
• Self-Paced
• Free Video

Julia Silge

Handling Coefficients for Modeling Collegiate Sports Expenditures

Explore collegiate sports expenditures using linear modeling and tidymodels, focusing on handling coefficients and intervals for insightful analysis of financial patterns.

• YouTube
• 32 minutes
• Self-Paced
• Free Video

Julia Silge

Explore Changes in Art Over Time With Tidymodels

Analyze art trends in the Tate collection using tidymodels for regression modeling, text feature engineering, and model diagnostics to uncover insights on changing art media usage over time.

• YouTube
• 42 minutes
• Self-Paced
• Free Video

Simons Institute

High Dimensional Robust Sparse Regression

Explore advanced techniques for robust sparse regression in high-dimensional data, focusing on sublinear algorithms and nearest-neighbor search methods.

• YouTube
• 45 minutes
• Self-Paced
• Free Video

Alan Turing Institute

Structured Dynamic Graphical Models & Scaling Multivariate Time Series

Explore advanced Bayesian methods for multivariate time series forecasting, focusing on scalability and model complexity. Learn about dynamic dependency networks and graphical dynamic linear models with real-world applications.

• YouTube
• 1 hour 14 minutes
• Self-Paced
• Free Video

Richard McElreath

Statistical Rethinking 2023 - Generalized Linear Madness

Explore advanced statistical concepts including allometry, state space models, and ordinary differential equations through practical examples and applications in various fields.

• YouTube
• 1 hour 14 minutes
• Self-Paced
• Free Video

Richard McElreath

Statistical Rethinking 2023 - Measurement & Misclassification

Explore measurement error, misclassification, and modeling techniques in statistical analysis. Learn practical applications and gain insights into the Himba culture's unique color perception.

• YouTube
• 1 hour 17 minutes
• Self-Paced
• Free Video

Richard McElreath

Statistical Rethinking 2023 - Correlated Features

Explore correlated features in statistical modeling, covering multivariate priors, non-centered approaches, and practical coding techniques for improved analysis and interpretation.

• YouTube
• 1 hour 10 minutes
• Self-Paced
• Free Video

Richard McElreath

Statistical Rethinking 2023 - Ordered Categories

Explore statistical rethinking with ordered categories, ethical considerations, and advanced modeling techniques. Gain insights into participation bias, Dirichlet distributions, and practical applications in data analysis.

• YouTube
• 1 hour 30 minutes
• Self-Paced
• Free Video

Richard McElreath

Statistical Rethinking 2023 - Modeling Events

Explore statistical modeling for events, covering discrimination, mediation, generative models, and generalized linear models. Learn to analyze and compute interventions, with a bonus on survival analysis.

• YouTube
• 1 hour 32 minutes
• Self-Paced
• Free Video

Richard McElreath

Statistical Rethinking 2022 - Generalized Linear Madness

Explore advanced statistical concepts like geometric models, state-based analysis, and population dynamics through innovative examples and practical applications.

• YouTube
• 1 hour 15 minutes
• Self-Paced
• Free Video

Richard McElreath

Statistical Rethinking 2022 - Correlated Varying Effects

Explore advanced statistical concepts including varying effects, correlations, and non-centered coding. Learn to analyze complex data structures and improve model interpretability in this comprehensive lecture.

• YouTube
• 1 hour 11 minutes
• Self-Paced
• Free Video

NPTEL-NOC IITM

Categorical Variable as Predictor Part 1

Discover how to effectively incorporate categorical variables as predictors in statistical models, enhancing your analytical capabilities.

• YouTube
• 16 minutes
• Self-Paced
• Free Video