Statistical Modeling Courses and Certifications

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
• On-Demand
• 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
• On-Demand
• 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
• On-Demand
• Free Video

Richard McElreath

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

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
• On-Demand
• 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
• On-Demand
• Free Video

Richard McElreath

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

Richard McElreath

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

Richard McElreath

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

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
• On-Demand
• Free Video

International Mathematical Union

Theory of Adaptive Estimation

Introduction to modern adaptive estimation theory, focusing on universal estimation procedures and oracle inequalities. Explores commutativity properties, upper functions, and applications to various statistical models.

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

Institute for Pure & Applied Mathematics (IPAM)

The Effectiveness of Nonconvex Tensor Completion - Fast Convergence and Uncertainty Quantification

Explores nonconvex optimization for tensor completion, proposing a two-stage algorithm with guaranteed success, linear convergence, and statistical accuracy. Discusses distribution characterization and confidence interval construction.

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

NPTEL-NOC IITM

Multinomial Regression Model - Part I: Introduction to MRM and Multinomial Logit Model

Explore multinomial regression models, including types and the multinomial logit model. Learn key concepts and applications in statistical analysis.

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

Centre International de Rencontres Mathématiques

Hill Random Forests with Application to Tornado Damage Insurance

Explore Hill random forests and their application to tornado damage insurance in this mathematical conference talk.

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

Institut Henri Poincaré

Marked Point Process Modeling and Estimation Problems in Neural Data Analysis

Explore marked point process modeling and estimation techniques for analyzing neural data, focusing on advanced statistical approaches in neuroscience research.

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