Stewardship of Global Collective Behavior |
2020/12/14 - 4:46pm |
White Paper |
Collective Behavior, Computational Social Science, Social Media, Complex Systems |

Household Transmission of SARS-CoV-2 A Systematic Review and Meta-analysis |
2020/12/14 - 12:13am |
Academic Paper |
COVID19, Lockdowns, Public Policy, Health Policy, Household Transmission |

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 |

Towards Causal Reinforcement Learning (Tutorial) |
2020/12/02 - 1:59am |
Video |
Causal Reinforcement Learning, Elias Bareinboim, Reinforcement Learning |

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 |

Evaluating Progress on Machine Learning for Longitudinal Electronic Healthcare Data |
2020/11/16 - 12:28pm |
Academic Paper |
Artificial Intelligence, Machine Learning, Healthcare, Electronic Healthcare Data |

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 |

Introduction to Machine Learning |
2020/10/25 - 6:07pm |
External Course |
Machine Learning |