Resources

How medical AI devices are evaluated: limitations and recommendations from an analysis of FDA approvals 2021/07/02 - 1:48pm External Course Machine Learning, Medicine, Medical Devices, FDA, Medical Device Evaluation, Artificial Intelligence
Common pitfalls and recommendations for using machine learning to detect and prognosticate for COVID-19 using chest radiographs and CT scans 2021/07/02 - 1:35pm External Course Machine Learning, Radiology, Radiographs, CT scans, Medicine, Learning Algorithms
Artificial intelligence–enabled rapid diagnosis of patients with COVID19 2021/07/02 - 12:29pm Academic Paper Artificial Intelligence, COVID19, Medical Diagnosis
Symbolic Time and Space Tradeoffs for Probabilistic Verification 2021/07/02 - 9:50am Academic Paper Markov Chains, Markov Decision Processes, Symbolic Time, Space Tradeoffs, Probabilistic Verification, Applied Probability, Probability Theory
Max Welling: Quantum, Manifolds & Symmetries in ML - SE(3)-Transformers: 3D Roto-Translation Equivariant Attention Networks 2021/07/02 - 12:17am External Course Machine Learning, Quantum, Manifolds, Symmetries, SE(3)-Transformers, 3D Roto-Translation, Equivariant Attention Networks
Covid Reality Revealed! - Professor John Ioannidis 2021/06/28 - 11:20pm Video COVID19, Public Policy, Health Policy, Lockdowns
Accuracy of Practitioner Estimates of Probability of Diagnosis Before and After Testing 2021/06/28 - 6:44pm External Course Applied Probability, Probability Theory, Medical Diagnosis, Medical Testing, Probability of Diagnosis
Vaccine Safety Evidence - June 26, 2021 2021/06/26 - 2:02pm White Paper COVID19, Public Policy, Health Policy, Dr. Robert Malone, mRNA Vaccine, Vaccines, Vaccine Safety
The Safety of COVID-19 Vaccinations - We Should Rethink the Policy 2021/06/26 - 1:58pm Academic Paper COVID19, Public Policy, Health Policy, mRNA Vaccine, Vaccines, Vaccine Safety
Whether County Lockdown Could Deter the Contagion of COVID-19 in the USA 2021/06/25 - 9:40am External Course COVID19, Public Policy, Health Policy, Lockdowns
GPUs and FPGAs for Real-time Ingest Processing 2021/06/24 - 2:17pm External Course GPUs, FPGAs, Machine Learning, Artificial Intelligence
Recovery of deleted deep sequencing data sheds more light on the early Wuhan SARS-CoV-2 epidemic 2021/06/23 - 6:07pm Academic Paper COVID19, Public Policy, Health Policy, Sequencing Data, Phylogenetic Analysis
Impact of the COVID-19 Pandemic and Policy Responses on Excess Mortality 2021/06/23 - 6:03pm Academic Paper COVID19, Public Policy, Health Policy, Lockdowns, Excess Mortality
Intergenerational Mortality Tradeoff of COVID-19 Lockdown Policies 2021/06/23 - 5:59pm Academic Paper COVID19, Public Policy, Health Policy, Mortality Tradeoffs, Lockdowns
Self-Supervised Vision Models 2021/06/21 - 12:22am External Course Machine Learning, Self-Supervised Vision Models, Computer Vision and Pattern Recognition
The Peril of Politicizing Science 2021/06/14 - 11:52am External Course Data Science, Crisis in Science, Politicization
Matching Methods for Confounder Adjustment: An Addition to the Epidemiologist’s Toolbox 2021/06/10 - 11:19pm Academic Paper Epidemiology, Epidemiologic Methods, Propensity Score, Health Policy
Bayesian Inference in Monte Carlo Tree Search 2021/06/10 - 9:34pm External Course Bayesian Inference, Monte Carlo Tree Search
Building Machines That Learn and Think Like People 2021/06/10 - 11:39am External Course Artificial Intelligence, Intelligent Machines, Machine Learning
A Hidden Markov Model of Customer Relationship Dynamics 2021/06/10 - 10:19am External Course Hidden Markov Models, Customer Relationship Management, Buying Behavior, Marketing, Dynamic Choice Model, Segmentation, Bayesian Analysis, Data Science, Markov Decision Processes, Markov Logic Networks
What is Causal Inference? 2021/06/10 - 10:01am External Course Causality, Causal Inference, Artificial Intelligence
Course in Functional Analysis - Conway 2021/06/08 - 8:16pm External Course Functional Analysis, Set Theory, Metric Spaces, Hilbert Spaces, Vector Spaces, Convex Analysis, Banach Spaces, Data Topology
Fundamentals of Functional Analysis 2021/06/08 - 8:03pm External Course Functional Analysis, Set Theory, Metric Spaces, Hilbert Spaces, Vector Spaces, Convex Analysis, Banach Spaces, Data Topology
Algorithms for Inverse Reinforcement Learning 2021/06/07 - 1:03am External Course Artificial Intelligence, Machine Learning, Algorithms, Reinforcement Learning, Inverse Reinforcement Learning, Markov Decision Processes
The Next Decade in AI: Four Steps Towards Robust Artificial Intelligence 2021/06/07 - 12:47am External Course Artificial Intelligence, Machine Learning, Knowledge-driven, Reasoning-based Approach, Cognitive Models, Causality
A Meta-Transfer Objective for Learning to Disentangle Causal Mechanisms 2021/06/07 - 12:40am External Course Artificial Intelligence, Machine Learning, Meta-Transfer Objective, Disentangle Causal Mechanisms, Causality
Sweden Pandemic Strategy Proved Right 2021/06/07 - 12:34am External Course COVID19, Public Policy, Health Policy, Sweden, Pandemic Strategy, Focused Protection
Necessity of COVID-19 Vaccination in Previously Infected Individuals: A Retrospective Cohort Study 2021/06/06 - 12:07pm Academic Paper COVID19, Public Policy, Health Policy, Vaccination, Immune Responses, Immune System
The performance of the SARS-CoV-2 RT-PCR test as a tool for detecting SARS-CoV-2 infection in the population 2021/06/04 - 11:04pm Academic Paper COVID19, Public Policy, Health Policy, PCR Test
SARS-CoV-2 memory B-cells recognize variants 2021/06/04 - 12:22pm Academic Paper COVID19, Public Policy, Health Policy, Memory B-cells, Cellular Immune Response, Herd Immunity
Counterfactual Data Augmentation for Neural Machine Translation 2021/06/02 - 8:07pm Academic Paper Neural Machine Translation, NMT, Counterfactual Data Augmentation, Counterfactual Logic, GumbelMax Structural Causal Model
Continual Lifelong Learning with Neural Networks: A Review 2021/06/02 - 12:31am External Course Artificial Intelligence, Continual Learning, Continual Lifelong Learning, Neural Networks, Causality
Data Science - Part XIII - Hidden Markov Models 2021/05/26 - 11:16pm External Course Data Science, Hidden Markov Models
The Data Don't Speak for Themselves 2021/05/26 - 8:35pm External Course Data, Frameworks, Data Interpretation, Bias
Introductory Real Analysis 2021/05/26 - 7:50pm External Course Real Analysis, Set Theory, Metric Spaces, Topological Spaces, Linear Spaces
Trading Performance for Stability in Markov Decision Processes 2021/05/26 - 2:59pm External Course Markov Decision Processes, Central Controller Synthesis Problems, Stochastic Dynamic Optimization
Infinite Latent Feature Models and the Indian Buffet Process 2021/05/26 - 2:11pm External Course Infinite Latent Feature Models, Indian Buffet Process
The Infinite Hidden Markov Model 2021/05/26 - 2:09pm External Course Infinite Hidden Markov Model, Hidden Markov Models
Factorial Hidden Markov Models 2021/05/26 - 2:08pm External Course Factorial Hidden Markov Models, Hidden Markov Models
Counterfactual Thinking: What Theories Do in Design 2021/05/25 - 8:31pm External Course Counterfactuals, Counterfactual Logic, Design Choices, Decision Theory
Elements of the Theory of Functions and Functional Analysis - Kolmogorov and Fomin 2021/05/25 - 6:26pm External Course Functional Analysis, Theory of Functions, Set Theory, Metric Spaces, Normed Linear Spaces, Linear Operator Equation, Fredholm's Theorems
Audience Selection for On-line Brand Advertising - Privacy-friendly Social Network Targeting 2021/05/25 - 11:28am External Course Algorithms, Design, Experimentation On-line Advertising, Predictive Modeling, Social Networks, User-generated Content, Privacy
International Security in Cyberspace: New Models for Reducing Risk 2021/05/25 - 9:42am External Course Cyberspace, Risk Assessment, Artificial Intelligence, Cyber Security, Security, Data Security, Risk Assessment Instruments
National Security Commission on Artificial Intelligence - Final Report 2021 2021/05/25 - 9:36am External Course Artificial Intelligence, Cyber Security, Security, Data Security
Mask mandate and use efficacy in state-level COVID-19 containment 2021/05/25 - 7:31am Academic Paper COVID19, SARS-CoV-2, Mask, Mask Mandate, Nonpharmaceutical Interventions
Radical Empiricism and Machine Learning Research 2021/05/24 - 8:23pm External Course Machine Learning, Causality, Causal Models, Knowledge Representation
Characterizing Human Mobility Patterns in a Large Street Network 2021/05/24 - 9:53am External Course GPS, Human Mobility Patterns, Levy flight, Random Walk, Street Networks, Self-organized Natural Streets, GPS Trajectories
Grand Bargains for Big Data - The Emerging Law of Health Information 2021/05/23 - 9:29pm External Course Law, Health Information, Health care, Information Privacy Law
Neural Architecture Search with Reinforcement Learning 2021/05/23 - 11:34am External Course Neural Architecture Search, Reinforcement Learning, Evolutionary Computing
Geo-Social Networks - Mobile Ad Targeting 2021/05/23 - 8:24am External Course Geo-Social Networks, Mobile Ad Targeting, Advertising, Targeted Online Advertising

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