Statistical Models Courses and Certifications

Coursera

Building Statistical Models in R: Linear Regression

20 ratings at Coursera

Learn to build and interpret linear regression models in R, from data exploration to multiple regression, with hands-on practice in model assessment and diagnostics.

• Coursera
• 2 hours 20 minutes
• On-Demand
• Paid Course

Introduction to Analytics Modeling

5 reviews

Learn essential analytics models and methods and how to appropriately apply them, using tools such as R, to retrieve desired insights.

• edX
• 16 weeks, 8-10 hours a week
• On-Demand
• Free Online Course (Audit)

Analyze Data and Avoid Common Pitfalls

Master analytical thinking to interpret data models, question assumptions, spot bias in trends, and transform insights into clear, actionable business decisions.

• CodeSignal
• 1 hour
• On-Demand
• Free Certificate

Quantitative Research

344 ratings at Coursera

Gain insights for data-driven marketing decisions through survey design, implementation, and analysis. Learn to identify opportunities, maximize response rates, and interpret results using statistical models.

• Coursera
• 17 hours 30 minutes
• On-Demand
• Paid Course

Statistical Methods

10 ratings at Coursera

Learn statistical methods through real-life examples, R programming, and probability experiments. Develop skills in data analysis, visualization, and interpretation using RStudio. Gain practical insights applicable to various fields.

• Coursera
• 11 hours 52 minutes
• On-Demand
• Paid Course

Exploratory Data Analysis

Learn data visualization and exploratory analysis using R. Develop statistical intuition, create graphical summaries, and perform probability experiments through hands-on practice with real-world examples.

• Coursera
• 9 hours 37 minutes
• On-Demand
• Paid Course

Computational Thinking and Big Data

1 review

Learn the core concepts of computational thinking and how to collect, clean and consolidate large-scale datasets.

• edX
• 10 weeks, 8-10 hours a week
• On-Demand
• Free Online Course (Audit)

NY Regents Exam - Algebra II: Test Prep & Practice

Comprehensive preparation for NY Regents Algebra II exam, covering mathematical reasoning, complex numbers, functions, trigonometry, statistics, and probability through lessons and quizzes.

• Study.com
• 15 hours
• On-Demand
• 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
• 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 - 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

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 - 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
• On-Demand
• Free Video

Univariate continuous distribution theory

2 ratings at OpenLearn

This free course looks at a number of the basic properties of statistical models. Section 1 is concerned with the distributions of continuous random variables which are described by their ...

• OpenLearn
• 10 hours
• On-Demand
• Free Certificate

Richard McElreath

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