Lecture

Causal Inference: Understanding Treatment Effects

Related lectures (42)
Causal Analysis of Observational Data
Covers causal analysis of observational data, pitfalls, tools for valid conclusions, and addressing confounding variables.
Causal Inference & Directed Graphs
Explores causal inference, directed graphs, and fairness in algorithms, emphasizing conditional independence and the implications of DAGs.
Variational Inference and Neural Networks
Covers variational inference and neural networks for classification tasks.
Causal Inference: Estimands and Ontologies
Explores causal inference, emphasizing the importance of committing to an ontology for drawing causal inferences and selecting appropriate estimands.
Linear Regression: Statistical Inference and Regularization
Covers the probabilistic model for linear regression and the importance of regularization techniques.
Graphical Models: Representing Probabilistic Distributions
Covers graphical models for probabilistic distributions using graphs, nodes, and edges.
Statistical Analysis of Network Data
Introduces network data structures, models, and analysis techniques, emphasizing permutation invariance and Erdős-Rényi networks.
Causal Inference: Learning Graph Structures
Explores causal inference through learning graph structures for causal reasoning from observational data.
Analyzing Limits: Indeterminate Forms
Explores handling indeterminate forms in limits through simplification and extracting dominant terms for effective evaluation.
Probabilistic Models for Linear Regression
Covers the probabilistic model for linear regression and its applications in nuclear magnetic resonance and X-ray imaging.

Graph Chatbot

Chat with Graph Search

Ask any question about EPFL courses, lectures, exercises, research, news, etc. or try the example questions below.

DISCLAIMER: The Graph Chatbot is not programmed to provide explicit or categorical answers to your questions. Rather, it transforms your questions into API requests that are distributed across the various IT services officially administered by EPFL. Its purpose is solely to collect and recommend relevant references to content that you can explore to help you answer your questions.