Mediaspace scheduled maintenance: Aug 25, 2026 07:00 - 12:00 AM. During this time, videos will be temporarily unavailable. Check status updates.

Home

Lecture

Causal Reasoning in Healthcare: ML Guidelines & Dataset Shifts

About
Privacy
Disclaimer

Graph Chatbot

Related lectures (31)

Optimization and Simulation: Introduction to Simulation

Introduces state-of-the-art methods in optimization and simulation, covering topics like statistical analysis, variance reduction, and simulation projects.

Cognition, Language & Emotions

Explores cognitive biases, emotions, and language evolution, covering memory failures, decision-making heuristics, and the origins of language.

Basic MR Contrasts MOOC: Fundamentals of Biomedical Imaging: Magnetic Resonance Imaging (MRI)

Covers the generation of basic MRI contrasts and principles behind T₁-weighted MRI in medical imaging.

Model Selection and Local Geometry

Explores model selection challenges in causal models and the impact of local geometry on statistical inference.

Electrochemistry: Definitions and Concentration Stack

Explores electrochemical definitions and concentration stack, focusing on reduction, electrodes, and battery equilibrium.

Densities and Bayesian Inference: Decision Rules and Bayes Law Log in to Mediaspace to watch this video

Covers classification concepts, medical screening tests, and decision rules.

Neuro-symbolic Representations: Commonsense Knowledge & Reasoning Log in to Mediaspace to watch this video

Delves into neuro-symbolic representations for commonsense knowledge and reasoning in natural language processing applications.

Evaluation Protocols Log in to Mediaspace to watch this video

Explores evaluation protocols in machine learning, including recall, precision, accuracy, and specificity, with real-world examples like COVID-19 testing.

Statistical Analysis of Networks: Link Prediction and Biclustering Log in to Mediaspace to watch this video

Explores link prediction, logistic regression, causal inference, and biclustering in statistical network analysis.

Maximum Likelihood Estimation: Density Estimation and Bernoulli Model Log in to Mediaspace to watch this video

Explores maximum likelihood estimation for density and Bernoulli model, including test reliability and disease screening.

Immune Selection and Cancer Evolution Log in to Mediaspace to watch this video

Delves into immune selection, cancer evolution, neoantigen quality, fitness cost, tumor heterogeneity, and evolutionary predictions.

Page 2 of 2