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Causality

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Explore causal inference, philosophical foundations, and applications in AI, machine learning, and healthcare research. Learn through free YouTube lectures from leading institutions and Coursera courses, covering topics from basic causal reasoning to advanced applications in data science and epidemiology.

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NPTEL-NOC IITM
Causality: Philosophical Perspectives - Part 1

Explore the concept of causality through the ideas of Aristotle, Hume, Kant, and Mill, gaining insights into philosophical perspectives on cause and effect relationships.
- YouTube
- 31 minutes
- On-Demand
- Free Video
UCLA Automated Reasoning Group
Causality - Interventions and Counterfactuals

Dive into causal inference fundamentals, exploring interventions and counterfactuals with intuitive explanations and key results from Bayesian network theory.
- YouTube
- 3 hours 57 minutes
- On-Demand
- Free Video
Simons Institute
Causality in Machine Learning - Panel Discussion

Experts discuss interpretable machine learning in natural and social sciences, exploring causal inference and its applications across various fields.
- YouTube
- 49 minutes
- On-Demand
- Free Video
Simons Institute
Morning Session- Causality

Explore racial bias in data, examining tensions between quantitative and qualitative approaches. Experts discuss implications for fairness and accuracy in research and decision-making.
- YouTube
- 1 hour 42 minutes
- On-Demand
- Free Video
Simons Institute
Invariance, Causality and Novel Robustness

Explore invariance, causality, and robustness in high-dimensional statistics. Learn about modern applications, heterogeneous data, and novel approaches to prediction problems using causal inference techniques.
- YouTube
- 44 minutes
- On-Demand
- Free Video
Simons Institute
Causality and Autoencoders in Light of Drug Repurposing for COVID-19

Explore causal inference and autoencoders in drug repurposing for COVID-19, covering observational data, causality hierarchy, and predicting interventions with Caroline Uhler from MIT.
- YouTube
- 57 minutes
- On-Demand
- Free Video
NPTEL-NOC IITM
Causality: Philosophical Perspectives - Part 2

Explore philosophical perspectives on causality from Aristotle to Mill, deepening understanding of cause-effect relationships in scientific inquiry.
- YouTube
- 22 minutes
- On-Demand
- Free Video
Data Science Festival
Causality in a Post-Cookie World

Explore causal learning for data-driven marketing decisions in an era of privacy protection and unpredictable market conditions.
- YouTube
- 31 minutes
- On-Demand
- Free Video
Uncertainty in Artificial Intelligence
Causality in Artificial Intelligence - Oral Session 3

Explore cutting-edge research in causal inference, including bounding effects, model reduction, interventions in games, and causally abstracted bandits.
- YouTube
- 1 hour 35 minutes
- On-Demand
- Free Video
Computational Genomics Summer Institute CGSI
Bridging the Gap: Deep Learning and Causality

Explore the intersection of deep learning and causality, focusing on bridging the gap between these fields. Gain insights into recent advancements and their applications in computational genomics.
- YouTube
- 26 minutes
- On-Demand
- Free Video
Computational Genomics Summer Institute CGSI
Understanding the Role of Causality in AI for Healthcare

Explore causality's crucial role in AI for healthcare, focusing on improving patient care, addressing self-fulfilling prophecies, and enhancing treatment outcome predictions.
- YouTube
- 43 minutes
- On-Demand
- Free Video
IPhT-TV
Introduction to Causality for Time Series and HSIC

Discover causality concepts for time series analysis using HSIC methods through expert insights from Aurore Lomet's comprehensive mathematical framework presentation.
- YouTube
- 56 minutes
- On-Demand
- Free Video
Association for Computing Machinery (ACM)
Causality from Multi-Modal Data

Explore causal inference techniques for multi-modal data analysis with insights from machine learning, statistics, and genomics expert Caroline Uhler.
- YouTube
- 46 minutes
- On-Demand
- Free Video
Data Science Festival
Causality - Mental Hygiene for Data Science

Explore causal inference fundamentals and learn how "causal thinking" through DAGs enhances data science rigor, shifting focus from prediction to understanding "what if" scenarios.
- YouTube
- 46 minutes
- On-Demand
- Free Video
NPTEL-NOC IITM
Causality - Part 2

Delve into the second part of the causality lecture, exploring advanced concepts and applications in this NPTEL-NOC IITM educational content.
- YouTube
- 34 minutes
- On-Demand
- Free Video

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