Richard McElreath Courses

Statistical Rethinking 2023 - Elemental Confounds

Explore key concepts in causal inference: the fork, pipe, collider, and descendant. Learn to simulate interventions and understand elemental confounds in statistical analysis.

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

Statistical Rethinking 2023 - Categories & Curves

Explore statistical concepts like categories, posterior contrasts, and curves in this comprehensive lecture. Learn advanced techniques for data analysis and modeling using Bayesian methods.

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

Statistical Rethinking 2023 - Geocentric Models

Explore geocentric models in statistical thinking, covering Gaussian distributions, workflows, generative models, and analysis techniques for improved statistical reasoning.

• YouTube
• 1 hour 14 minutes
• On-Demand
• Free Video

Statistical Rethinking 2023 - The Garden of Forking Data

Explore Bayesian statistics through the "Garden of Forking Data" metaphor. Learn about generative models, probability, testing, and posterior distributions for improved statistical reasoning and prediction.

• YouTube
• 1 hour 37 minutes
• On-Demand
• Free Video

Statistical Rethinking 2022 - Horoscopes

Explore statistical rethinking through subjective responsibilities, planning, working, reporting, and scientific reform. Gain insights into research methodologies and their practical applications.

• YouTube
• 1 hour 42 minutes
• On-Demand
• Free Video

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
• On-Demand
• Free Video

Statistical Rethinking 2022 - Missing Data

Explore Bayesian imputation techniques for handling missing data, including DAG analysis, conceptual understanding, and practical implementation using Stan.

• YouTube
• 1 hour 18 minutes
• On-Demand
• Free Video

Statistical Rethinking 2022 - Measurement Error

Explore measurement error in statistical analysis, covering topics like income recall, divorce rates, misclassification, and floating point issues. Gain insights into modeling and addressing data inaccuracies.

• YouTube
• 1 hour 11 minutes
• On-Demand
• Free Video

Statistical Rethinking 2022 - Gaussian Processes

Explore Gaussian processes, spatial confounding, and phylogenetic inference in statistical modeling. Learn to apply these concepts to real-world examples like oceanic covariance and primate phylogeny.

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

Statistical Rethinking - Social Networks

Explore statistical approaches to analyzing social networks, including reciprocal ties, generalized giving, and household features. Learn techniques for modeling complex social structures.

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

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
• On-Demand
• Free Video

Statistical Rethinking 2022 - Multi-Multilevel Models

Explore advanced statistical concepts including multiple cluster types, multilevel predictions, and non-centered priors in this comprehensive lecture on multi-multilevel models.

• YouTube
• 1 hour 1 minute
• On-Demand
• Free Video

Statistical Rethinking 2022 - Multilevel Models

Explore multilevel models through coffee golems, tadpoles, and predators. Learn regularization techniques and statistical concepts for advanced data analysis.

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

Statistical Rethinking 2022 - Ordered Categories

Explore advanced statistical concepts like ordered categories, cumulative log-odds, and Dirichlet priors. Learn to handle sample bias, confounding, and complex causal effects in statistical analysis.

• YouTube
• 1 hour 21 minutes
• On-Demand
• Free Video

Statistical Rethinking 2022 - Modeling Events

Explore statistical modeling of events, covering generative models, generalized linear models, logistic regression, and binomial regression. Learn to analyze gender applications and calculate marginal causal effects.

• YouTube
• 1 hour 11 minutes
• On-Demand
• Free Video