Causal Inference Courses and Certifications

Causal Data Science with Directed Acyclic Graphs

510 ratings at Udemy

Get to know the modern tools for causal inference from machine learning and AI, with many practical examples in R

• Udemy
• 4 hours 58 minutes
• On-Demand
• Paid Course

A look at using Instrumental Variables and Regression Discontinuity to estimate causal effects

• DataCamp
• On-Demand
• Free Trial Available

Welcome to the 3rd course in our series on causal inference concepts and methods created by Duke University with support from eBay, Inc.

• DataCamp
• On-Demand
• Free Trial Available

Welcome to the Causal Inference with R – Experiments, the 2nd of 7 courses on causal inference concepts and methods created by Duke University with support from eBay, Inc.

• DataCamp
• On-Demand
• Free Trial Available

Alan Turing Institute

Counterfactual Prediction in Transport Modelling - Ricardo Silva & Charisma Choudhury

1 review

Explore counterfactual prediction in transport modeling, enhancing decision-making capabilities through causal inference and machine learning for 'what if' scenarios and fairness considerations.

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

Machine Learning and AI Foundations: Causal Inference and Modeling

136 ratings at LinkedIn Learning

Learn about the modeling techniques and experimental designs that allow you to establish causal inference, and how to use them.

• LinkedIn Learning
• 2 hours 51 minutes
• On-Demand
• Free Trial Available

Learn conceptual foundations and practical techniques for determining causal relationships in data. Master matching, weighting, instrumental variables, and difference-in-differences methods to uncover why things happen.

• Codecademy
• 4 hours
• On-Demand
• Free Trial Available

Learn techniques for balancing data, estimating treatment effects, and maximizing sparse datasets in causal analysis. Master matching, weighting, propensity scores, and stratification to prepare data and estimate unobserved outcomes.

• Codecademy
• 2 hours
• On-Demand
• Free Trial Available

Estimate causal effects by analyzing trends over time. Learn to implement Difference in Differences technique, mimic experiments, and solve real-world problems using existing data.

• Codecademy
• 1 hour
• On-Demand
• Free Trial Available

Learn to estimate unmeasurable outcomes using the Potential Outcomes Framework for causal inference. Develop counterfactual thinking and a formal language to determine why things happen.

• Codecademy
• 1 hour
• On-Demand
• Free Trial Available

Learn techniques to measure treatment effects using incomplete data, including Regression Discontinuity Design and Instrumental Variables for causal inference in real-world analytics projects.

• Codecademy
• 2 hours
• On-Demand
• Free Trial Available

IEEE Signal Processing Society

Causal Inference on Networks to Characterize Disinformation Narrative Propagation

Explore techniques for detecting and analyzing disinformation spread on social networks using causal inference, focusing on network construction, influence scoring, and bot detection.

• YouTube
• 1 hour 7 minutes
• On-Demand
• Free Video

Simons Institute

Kernel Methods for Causal Inference

Explore kernel ridge regression for causal inference, covering dose responses, treatment effects, and extensions to various settings. Learn about consistency, efficiency, and robustness in estimation.

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

Richard McElreath

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

Richard McElreath

Science Before Statistics - Causal Inference

Comprehensive workshop on causal inference, covering key concepts like causal design, graph analysis, and Bayesian inference. Equips researchers with tools to navigate complex causal relationships in data analysis.

• YouTube
• 3 hours 2 minutes
• On-Demand
• Free Video