Richard McElreath Courses

Statistical Rethinking 2023 - Horoscopes

Explore statistical rethinking through horoscopes, covering planning, execution, reporting, and science reform. Gain insights into innovative approaches for statistical analysis and interpretation.

• YouTube
• 1 hour 39 minutes
• On-Demand
• Free Video

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
• On-Demand
• Free Video

Statistical Rethinking 2023 - Missing Data

Explore missing data in DAGs and learn Bayesian imputation techniques for handling incomplete datasets in statistical analysis, with practical examples and insights.

• YouTube
• 1 hour 3 minutes
• On-Demand
• Free Video

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
• On-Demand
• Free Video

Statistical Rethinking 2023 - Gaussian Processes

Explore Gaussian processes and their applications in statistical analysis, including oceanic spatial confounds and phylogenetic regression, for advanced data modeling techniques.

• YouTube
• 1 hour 22 minutes
• On-Demand
• Free Video

Statistical Rethinking 2023 - Social Networks

Explore statistical approaches to social network analysis, covering generative and statistical models, wealth effects, and block models. Gain insights into complex social structures and their implications.

• YouTube
• 1 hour 12 minutes
• On-Demand
• Free Video

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
• On-Demand
• Free Video

Statistical Rethinking 2023 - Multilevel Adventures

Explore multilevel modeling techniques for analyzing clustered data, focusing on varying confounds, district-level effects, and urban-rural differences in Bangladesh fertility studies.

• YouTube
• 54 minutes
• On-Demand
• Free Video

Statistical Rethinking 2023 - Multilevel Models

Explore multilevel models, partial pooling, and hyperparameter tuning through practical examples like reedfrogs. Learn advanced techniques for statistical analysis and model optimization.

• YouTube
• 1 hour 22 minutes
• On-Demand
• Free Video

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
• On-Demand
• Free Video

Statistical Rethinking 2023 - Counts & Hidden Confounds

Explore hidden confounds in statistical analysis, sensitivity analysis, and poison counts. Learn about Simpson's paradox and its implications for data interpretation.

• YouTube
• 1 hour 25 minutes
• On-Demand
• Free Video

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
• On-Demand
• Free Video

Statistical Rethinking 2023 - Markov Chain Monte Carlo

Explore Markov Chain Monte Carlo methods, from basic concepts to advanced techniques like Hamiltonian Monte Carlo, with practical applications and diagnostics for statistical modeling.

• YouTube
• 1 hour 16 minutes
• On-Demand
• Free Video

Statistical Rethinking 2023 - Fitting Over & Under

Explore advanced statistical concepts including cross-validation, regularization, and robust regression to enhance model fitting and selection techniques in data analysis.

• YouTube
• 1 hour 5 minutes
• On-Demand
• Free Video

Statistical Rethinking 2023 - Good & Bad Controls

Explore causal inference, do-calculus, and the backdoor criterion. Learn to distinguish good and bad controls in statistical analysis, with insights on the Table 2 Fallacy.

• YouTube
• 1 hour 26 minutes
• On-Demand
• Free Video