Resources

CRUCIAL Viral Update Dec 7th - Europe and USA Explained! 2020/12/12 - 12:10pm Video COVID19, Public Health, Health Policy
Simon Kornblith / GoogleAI - SimCLR and Paper Haul! 2020/12/10 - 11:36pm External Course Machine Learning
What's Next in AI: AI We Can Reason With 2020/12/02 - 2:10am Video Artificial Intelligence
What's Next in AI: AI We can Scale 2020/12/02 - 2:08am Video Artificial Intelligence
What's Next in AI : AI We Can Trust 2020/12/02 - 2:07am Video Artificial Intelligence
Causal Reinforcement Learning - Slides 2020/12/02 - 2:04am Slides Causal Reinforcement Learning, Elias Bareinboim, Reinforcement Learning
Causal Reinforcement Learning -- Part 2/2 (ICML tutorial) 2020/12/02 - 2:03am Video Causal Reinforcement Learning, Elias Bareinboim, Reinforcement Learning
Causal Reinforcement Learning -- Part 1/2 (ICML tutorial) 2020/12/02 - 2:00am Video Causal Reinforcement Learning, Elias Bareinboim, Reinforcement Learning
Towards Causal Reinforcement Learning (Tutorial) 2020/12/02 - 1:59am Video Causal Reinforcement Learning, Elias Bareinboim, Reinforcement Learning
Causal Data Science: Graphical Models, Exchangeable Models and Graphons 2020/12/02 - 1:41am Video Causal Data Science, Graphical Models, Exchangeable Models, Graphons, Elias Bareinboim
Causal Data Science: A General Framework for Causal Inference and Fusion 2020/12/02 - 1:37am Video Elias Bareinboim, Data Science, Causal Data Science, Causal Inference, Causal Reasoning
Scientific Reasoning for Practical Data Science 2020/12/02 - 1:30am Video Scientific Reasoning, Data Science
Philosophy of Data Science 2020/12/02 - 1:28am Video Philosophy of Data Science, Data Science
Judea Pearl: Causal Reasoning, Counterfactuals, and the Path to AGI 2020/12/02 - 1:24am Video Judea Pearl, Causal Reasoning, Counterfactuals, AGI, Causal Inference
Judea Pearl -- The Foundations of Causal Inference 2020/12/02 - 1:22am Video Judea Pearl, Causal Inference, Causal Reasoning
Interview with Judea Pearl 2020/12/02 - 1:19am Video Judea Pearl, Causal Inference, Causal Reasoning
Deep learning: A Philosophical Introduction 2020/12/02 - 1:16am Academic Paper Deep Learning
Unwrapping The Black Box of Deep ReLU Networks: Interpretability, Diagnostics, and Simplification 2020/12/02 - 1:07am Academic Paper Deep ReLU Networks, Deep Neural Networks, Activation Pattern, Local linear Interpretability, Network Diagnostics, Network Simplification
Causal inference methods for combining randomized trials and observational studies: a review 2020/12/02 - 1:03am Academic Paper Causal Inference Methods, Randomized Trials, Observational Studies, Causal Inference, Causal Effect Generalization, Transportability, External Validity
External Validity 2020/12/02 - 12:58am Academic Paper External Validity, Causal Inference, Model Utility, Scope Plausibility, Specification Credibility
A Personal Journey into Bayesian Networks 2020/12/02 - 12:55am Academic Paper Bayesian Networks, Bayesian Decision Analysis
Data Science and Investment Strategy 2020/12/01 - 1:47am Video Data Science, Investment Strategy
Predictive Performance of International COVID-19 Mortality Forecasting Models 2020/11/27 - 12:36am Academic Paper Forecasting Models, COVID19 Mortality, COVID19, Causal Models, Public Policy, Health Policy
SMOTEBoost: Improving Prediction of the Minority Class in Boosting 2020/11/23 - 9:41am Academic Paper Algorithms, SMOTEBoost, Minority Class, Boosting, SMOTE, Synthetic Minority Over-sampling Technique, Synthetic Data
Explaining Away, Augmentation, and the Assumption of Independence 2020/11/20 - 11:54pm White Paper Causal Inference, Causality, Causal Reasoning, Causal Discovery, Intercausal
Bayesian Networks and Causal Ecumenism 2020/11/20 - 9:30am Academic Paper Bayesian Networks, Causal Ecumenism, Causality, Causal Inference, Bayesian Decision Analysis
Code for: Predicting the Trajectory of Any COVID19 Epidemic From the Best Straight Line 2020/11/18 - 11:22pm External Course COVID19, Forecasting Trajectory, Michael Levitt, Health Policy, Public Policy
Joint Causal Inference from Multiple Contexts 2020/11/18 - 11:04pm Academic Paper Joint Causal Inference, Multiple Contexts, Causal Discovery, Causal Inference, Experimental Data, Randomized Controlled Trials, Causality
Reconsidering Generative Objectives For Counterfactual Reasoning 2020/11/18 - 10:57pm Academic Paper Counterfactual Reasoning, Causal Inference, Causality, Individualized Treatment Effect
Bias in Analytical Research 2020/11/18 - 10:51pm Academic Paper Bias, Analytical Research, Clinical Trial Design, New England Journal of Medicine, The Lancet, Journal of the American Medical Association
Thinking About Causation: A Causal Language with Epistemic Operators 2020/11/18 - 8:56am Academic Paper Causality, Causal Inference, Causal Language, Epistemic Operators, Causal Reasoning, Epistemic Reasoning, Counterfactuals, Team Semantics, Dependence
False-positive COVID-19 Results: Hidden Problems and Costs 2020/11/15 - 1:43pm White Paper False-positives, COVID19, Public Policy, Health Policy
Covid-19: Politicisation, “Corruption,” and Suppression of Science 2020/11/15 - 8:36am Academic Paper COVID19, Public Policy, Health Policy, Crisis in Science
A Causal View of Compositional Zero-shot Recognition 2020/11/12 - 10:05pm Academic Paper Compositional zero-shot recognition, Causality, Causal Inference, Feature Reasoning, Compositional Reasoning
Covid-19 Mortality: A Matter of Vulnerability Among Nations Facing Limited Margins of Adaptation 2020/11/12 - 2:22pm Academic Paper COVID19, Public Policy, Health Policy, Lockdowns
Ballot-Marking Devices (BMDs) Cannot Assure the Will of the Voters 2020/11/10 - 4:52pm Academic Paper Election Security, Cyber Security, Voting Systems, Voter Verification, Risk-limiting Audits, Ballot-Marking Devices, BMDs, Hand-marked Ballots, Hacking, Contestability. Defensibility
Causal Campbell-Goodhart's law and Reinforcement Learning 2020/11/06 - 1:16pm Academic Paper Causality, Reinforcement Learning, Algorithms, Goodhart’s Law, Campbell’s Law, Causal Inference, Cognitive Error
Making Progress on Causal Inference in Economics 2020/11/06 - 12:56pm Academic Paper Causal Inference, High-dimensional Causal Inference, Causation, Econometrics, Structural Equation Models, Directed Acyclic graphs, mediation, instrumental variables, Economic Growth
Lectures on Causality: Jonas Peters, Part 4 2020/11/06 - 12:45pm Video Causality, Prediction, Inference, Algorithms, Causal Inference, Structural Causal Models, Interventional Distributions
Lectures on Causality: Jonas Peters, Part 3 2020/11/06 - 12:44pm Video Causality, Prediction, Inference, Algorithms, Causal Inference, Structural Causal Models, Interventional Distributions
Lectures on Causality: Jonas Peters, Part 2 2020/11/06 - 12:42pm Video Causality, Prediction, Inference, Algorithms, Causal Inference, Structural Causal Models, Interventional Distributions
Lectures on Causality: Jonas Peters, Part 1 2020/11/06 - 12:41pm Video Causality, Prediction, Inference, Algorithms, Causal Inference, Structural Causal Models, Interventional Distributions
Eight Myths About Causality and Structural Equation Models 2020/11/05 - 9:08pm Academic Paper Causality, Causal Inference, Graphs, Structural Equation Models
Hidden Technical Debt in Machine Learning Systems 2020/11/02 - 10:44pm Academic Paper Machine Learning, Technical Debt, Machine Learning Systems
Direct Causation: A New Approach to an Old Question 2020/11/02 - 12:54am Academic Paper Causality, Causal Inference, Causal Structure, Causal Reasoning, Direct Causation
Recovering from Selection Bias in Causal and Statistical Inference 2020/11/02 - 12:43am Academic Paper Causality, Selection Bias, Causal Inference, Statistical Inference, Probabilistic Logic, Conditional Probabilities
Tea with Scientist Dr. Sunetra Gupta 2020/11/02 - 12:38am Video SUNETRA GUPTA, COVID19, Public Policy, Health Policy
Silent History of Cause and Effect - Slides 2020/11/02 - 12:35am Slides Cause and Effect, Causality, Inference, Causal Inference, Judea Pearl, Counterfactual Inference, Structural Models
Feature Engineering Tools and Techniques for Better Classification Performance 2020/10/31 - 12:26am Academic Paper Feature Engineering, Classification, Machine Learning, Classifier, Predictive learning
Graphene Memristive Synapses for High Precision Neuromorphic Computing 2020/10/30 - 12:18am Academic Paper Graphene Memristive Synapses, Neuromorphic Computing

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