Resources

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
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
Introduction to Graphical Models and Bayesian Networks 2020/10/25 - 5:13pm External Course Graphical Models, Bayesian Networks
Why is the Covid19 Death Rate So Low? 2020/10/25 - 4:33pm Video COVID19, Public Policy, Health Policy
Evidence-based Medicine has been Hijacked - Report to David Sackett 2020/10/24 - 8:16pm Academic Paper Evidence-based Medicine, David Sackett, John Ioannidis
Election Predictions as Martingales: An Arbitrage Approach 2020/10/23 - 12:15am Academic Paper Martingales, Election Predictions, Probability Theory, Bruno de Finetti, Elections
Adversarial Attacks Against Medical Deep Learning Systems 2020/10/22 - 11:53pm Academic Paper Machine Learning, Adversarial Machine Learning, Healthcare, Deep Learning, Medical Deep Learning Systems
Evidence of Protective Role of Ultraviolet-B (UVB) Radiation in Reducing COVID-19 Deaths 2020/10/20 - 11:02pm Academic Paper COVID19, Public Policy, Health Policy, Ultraviolet-B (UVB) Radiation, Sunshine, Vitamin D, UVB Radiation
The small effects of political advertising are small regardless of context, message, sender, or receiver: Evidence from 59 real-time randomized experiments 2020/10/20 - 9:06pm Academic Paper Political Advertising, Advertising, Marketing, Campaigns
LIVING WITH COVID19: BALANCING COSTS AGAINST BENEFITS 2020/10/19 - 3:34pm White Paper COVID19, Public Policy, Health Policy, Lockdowns, Cost Benefit Analysis, Value of Lives Saved
Introduction to Neural Networks in Python 2020/10/18 - 7:52pm Video Neural Networks, Python, TensorFlow, Keras, Data Science
Data Analysis with Python - Full Course for Beginners 2020/10/18 - 7:29pm Video Data Analysis, Python, NumPy, Pandas, Matplotlib, Seaborn, Data Science
Python for Data Science - Course for Beginners 2020/10/18 - 7:26pm Video Python, Data Science, Pandas, NumPy, Matplotlib
Learn Data Science Tutorial - Full Course for Beginners 2020/10/18 - 6:21pm Video Data Science, Data Science Tutorial
What is Data Science? - Andrew Gelman 2020/10/18 - 6:18pm Video Data Science, Andrew Gelman
Statistical Inference 01272020 2020/10/18 - 5:58pm Video Statistical Inference
Statistical Inference 02122020 2020/10/18 - 5:57pm Video Statistical Inference
Statistical Inference 04062020 2020/10/18 - 5:55pm Video Statistical Inference, Expectation-Maximization Algorithm, EM Algorithm
Statistical Inference 04242020 2020/10/18 - 5:53pm Video Statistical Inference, Hypothesis Testing
Statistical Inference 03252020 2020/10/18 - 5:48pm Video Statistical Inference, Joint Estimation
Statistical Inference 04032020 2020/10/18 - 3:43pm Video Statistical Inference
Statistical Inference 01312020 2020/10/18 - 3:41pm Video Statistical Inference
Bayesian Statistics 08302019 2020/10/18 - 3:39pm Video Bayesian Statistics, Bayesian Analysis, Beta-Binomial, Prior Hyperparameters
Bayesian Statistics 10162019 2020/10/18 - 3:29pm Video Bayesian Statistics
Bayesian Statistics 09062019 2020/10/18 - 2:28pm Video Bayesian Statistics, Normal Example, Variance Known; Confidence Intervals, Confidence Agreement
Bayesian Statistics 09252020 2020/10/18 - 2:25pm Video Bayesian Statistics, Posterior Predictive Examples, Posterior Predictive Distributions, Confidence Intervals, Credible Intervals
Bayesian Statistics 09282020 2020/10/18 - 2:20pm Video Bayesian Statistics, Coverage Intervals, Credible Intervals
Bayesian Statistics 10022020 2020/10/18 - 2:16pm Video Bayesian Statistics, Finish Confidence, Credibility, HPDs, Bayesian Intervals, Maximum A-Posteriori Estimates
Bayesian Statistics10122020 2020/10/18 - 2:10pm Video Bayesian Statistics, Limiting Distributions, Stationary Distributions, A-Periodicity, Irreducibility, Positive Recurrence
Bayesian Statistics10142020 2020/10/18 - 2:06pm Video Bayesian Statistics, Markov Chains, Metropolis-Hastings, M-H Algorithm, Symmetric Proposal Distributions
Bayesian or Frequentist? 2020/10/17 - 3:45pm Video Bayesian Analysis, Frequentist Analysis

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