Statistical Models Courses and Certifications

Richard McElreath

Statistical Rethinking 2022 - Golem of Prague

Explore statistical modeling, scientific workflow, and causal inference through the lens of golems, owls, and DAGs in this thought-provoking introduction to statistical rethinking.

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

Fitting Statistical Models to Data with Python

718 ratings at Coursera

Explore statistical modeling techniques like regression and Bayesian inference. Learn to fit models to data, assess quality, and generate predictions using Python libraries such as Statsmodels and Pandas.

• Coursera
• 14 hours 54 minutes
• Self-Paced
• Paid Course

Combining Physical and Statistical Models in Projected Global Warming

Combining physical and statistical models to narrow uncertainty in global warming projections, focusing on Earth's energy budget and model-observation relationships for more accurate future warming estimates.

• YouTube
• 1 hour 25 minutes
• Self-Paced
• Free Video

Applied Algebraic Topology Network

Estimating the Reach of a Manifold

Explore estimating manifold reach in geometric inference, covering problem formulation, statistical models, and minimax estimates for global and local cases.

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

Institute for Pure & Applied Mathematics (IPAM)

The Kikuchi Hierarchy and Tensor PCA

Explores advanced algorithms for tensor PCA, introducing a new hierarchy inspired by Kikuchi free energy to improve belief propagation performance and match sum-of-squares methods.

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

Conference GSI

The Phase Space Description of the Geodesics on the Statistical Model on a Finite Set - Trajectory

Explore geodesics on statistical models using phase space descriptions, focusing on finite sets and trajectories in information geometry.

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

Center for Language & Speech Processing(CLSP), JHU

Statistical Machine Translation - Achievements and Challenges

Explore statistical machine translation breakthroughs and ongoing challenges with expert Hermann Ney in this comprehensive 80-minute technical presentation.

• YouTube
• 1 hour 20 minutes
• Self-Paced
• Free Video

Advanced Linear Models for Data Science 2: Statistical Linear Models

108 ratings at Coursera

Explore advanced linear algebra and statistical concepts for regression modeling, enhancing your understanding of least squares, multivariate distributions, and residual analysis.

• Coursera
• 5 hours 40 minutes
• Self-Paced
• Paid Course

Steve Brunton

Robust, Interpretable Statistical Models - Sparse Regression with the LASSO

Explore sparse regression and LASSO algorithm for building interpretable, robust models with minimal variables. Learn key concepts and applications in data science and machine learning.

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

Richard McElreath

Statistical Rethinking 2022 - Geocentric Models

Explore Bayesian linear regression, covering model language, generative and statistical approaches, validation, and posterior predictions for a comprehensive understanding of statistical modeling.

• YouTube
• 1 hour 21 minutes
• Self-Paced
• Free Video

Career Certificate

Statistics with Python

3350 ratings at Coursera

Learn statistical analysis using Python, from data collection and visualization to advanced modeling, enhancing your ability to answer research questions with data-driven insights.

• Coursera
• 4 weeks, 10 hours/week
• Self-Paced
• Paid Course
• 3 courses

Introduction to Regression in R

Predict housing prices and ad click-through rate by implementing, analyzing, and interpreting regression analysis in R.

• DataCamp
• 4 hours
• Self-Paced
• Free Trial Available

Case Study: Exploratory Data Analysis in R

Use data manipulation and visualization skills to explore the historical voting of the United Nations General Assembly.

• DataCamp
• 4 hours
• Self-Paced
• Free Trial Available