Causal Inference Courses and Certifications

Probabilistic AI School

Causal Inference - Lecture from Nordic Probabilistic AI School 2024

Explore causal inference principles, techniques, and applications in AI with expert Adele Ribeiro. Gain insights into probabilistic modeling and decision-making.

• YouTube
• 2 hours 36 minutes
• Self-Paced
• Free Video

Probabilistic AI School

Causal Inference

Explore causal inference concepts, methodologies, and applications in AI with expert Adèle H. Ribeiro. Gain insights into probabilistic reasoning and decision-making.

• YouTube
• 2 hours 24 minutes
• Self-Paced
• Free Video

Paul G. Allen School

Causal Inference in Single-cell Genomics - Machine Learning in Computational Biology

Explore causal inference in single-cell genomics, focusing on differential expression analysis and integrating bulk data for high-resolution insights into complex disease mechanisms.

• YouTube
• 1 hour 9 minutes
• Self-Paced
• Free Video

Wolfram

Graph Tools for Causal Inference - Understanding Correlation vs Causation

Explore graph-based tools and techniques for understanding causal relationships in data science, focusing on pipes, forks, and colliders to distinguish genuine from spurious correlations.

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

Data Council

Causal Inference Methods for Bridging Experiments and Strategic Impact

Explore causal inference methods that connect A/B test results to business decisions, with insights from Roblox on attributing growth to product launches and generalizing experiment results to broader business impacts.

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

Centre de recherches mathématiques - CRM

Causal Inference for the Expected Number of Recurrent Events in the Presence of a Terminal Event

Explore advanced causal inference methods for analyzing recurrent events with terminal outcomes, featuring efficiency theory and real-world Medicare data applications.

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

Institut des Hautes Etudes Scientifiques (IHES)

Causal Lifting of Neural Representations: Zero-Shot Generalization for Causal Inference

Explore Prediction-Powered Causal Inferences (PPCI) and the concept of causal lifting for zero-shot generalization, including a new training objective that enables valid causal inferences across different experimental settings.

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

Institut des Hautes Etudes Scientifiques (IHES)

Using Genetics-based Instrumental Variable Methods for Causal Inference in Public Health and Drug Development

Discover how genome-wide summary statistics from disease consortia and biobanks have fueled the development of genetics-based causal inference methods, with applications in public health and drug development.

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

Simons Institute

Statistical Limits of Causal Inference

Explore fundamental limits of causal effect estimation in observational data, examining personalized effects, non-smooth settings, and discrete scenarios without assuming prior causal inference knowledge.

• YouTube
• 1 hour 11 minutes
• Self-Paced
• Free Video

Data Science Festival

Causal Inference - How We Are Applying Causal Methods in Retail Data Science, Key Tips and Learnings

Discover how to apply graphical causal inference methods in retail data science to answer cause-and-effect questions beyond correlation, with practical tips from dunnhumby's experience.

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

MLOps World: Machine Learning in Production

Explainable Forecasting through Causal Inference

Discover a novel causal model for multivariate time series forecasting using Xi-Correlation and Dynamic Conditional Correlation methods to detect causal relationships and predict outcomes.

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

Computational Genomics Summer Institute CGSI

New Approaches for Causal Inference from Genomic Data

Discover innovative methods for establishing causal relationships in genomic datasets through advanced statistical and computational techniques.

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

DigitalSreeni

Causal Inference for Data Scientists - Moving from Association to Intervention

Discover how to move beyond correlation to true causation in data science, using DoWhy library to estimate real causal effects and optimize marketing spend by identifying persuadable customers.

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

Simons Institute

Non-parametric Causal Inference in Dynamic Thresholding Designs

Explore non-parametric causal inference methods for dynamic thresholding designs, focusing on treatment policies with temporal dynamics and policy-gradient approaches.

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

Data Science Decisions in Time: Using Causal Information

Explore causal decision-making in data science, focusing on optimizing policies, pricing, and actions using causal structures and advanced analytical techniques for business, medical, and technological applications.

• Coursera
• 1 day 5 hours 23 minutes
• Self-Paced
• Paid Course