Resources

Planning a method for covariate adjustment in individually randomised trials: a practical guide 2022/04/24 - 10:49pm Academic Paper Clinical Trials, Randomized Trials, Covariate Adjustment, Estimands, Standardization, Inverse Probability of Treatment Weighting, Missing Data
Real-Time Big Data Analytics with Storm 2022/04/24 - 10:17pm External Course Storm, Real-Time, Real-Time Big Data Analytics, Real-time Processing, Streaming
Collective Intelligence for Data Center Operations Management 2022/04/24 - 12:12pm External Course Data Center, Big Data Infrastructure
The Ultimate Covid19 Decoding - Everything Explained for the Layperson 2022/04/23 - 12:14am Video COVID19, Public Policy, Health Policy
Anti-nucleocapsid antibodies following SARS-CoV-2 infection in the blinded phase of the mRNA-1273 Covid-19 vaccine efficacy clinical trial 2022/04/21 - 5:08pm Academic Paper COVID19, Public Policy, Health Policy, mRNA Vaccines, Vaccines, Anti-nucleocapsid Antibodies
Accelerating Compute-Intensive Applications with GPUs and FPGAs 2022/04/21 - 11:54am External Course Accelerators, Compute-Intensive Applications, GPU, FPGA, Gaussian Elimination, Data Encryption Standard, Needleman-Wunsch Algorithm
Internet of Things and Sensors and Actuators 2022/04/19 - 8:35pm External Course Internet of Things, Sensors, Actuators
Efficacy and Safety of Vitamin D Supplementation to Prevent COVID-19 in Frontline Healthcare Workers. A Randomized Clinical Trial 2022/04/18 - 11:09pm Academic Paper COVID19, Public Policy, Health Policy, Vitamin D, 25-hydroxyvitamin D3
Internet of Things: Dr. John Barrett 2022/04/18 - 8:37pm External Course Internet of Things
An integrated brain-machine interface platform with thousands of channels 2022/04/17 - 6:59pm External Course Public Policy, Health Policy, Brain-Inspired Computing, Human Computer Interaction, Brain-machine Interface Platform
Nutrition, longevity and disease: From molecular mechanisms to interventions 2022/04/17 - 6:52pm Academic Paper Public Policy, Health Policy, Nutrition, Longevity, Disease
From Reddit to Wall Street: the role of committed minorities in financial collective action 2022/04/15 - 9:12pm Academic Paper Finance, Financial Trading, Algorithmic Trading, Collective Behavior, Collective Inference, Behavioural Cascades
Causal Reinforcement Learning -- Part 2/2 (ICML tutorial) 2022/04/15 - 3:03am External Course Causal Reinforcement Learning, Elias Bareinboim, Reinforcement Learning
Causal Reinforcement Learning -- Part 1/2 (ICML tutorial) 2022/04/15 - 3:00am External Course Causal Reinforcement Learning, Elias Bareinboim, Reinforcement Learning
Causal Data Science: Graphical Models, Exchangeable Models and Graphons 2022/04/14 - 2:41am External Course Causal Data Science, Graphical Models, Exchangeable Models, Graphons, Elias Bareinboim
Causal Data Science: A General Framework for Causal Inference and Fusion 2022/04/14 - 2:37am External Course Elias Bareinboim, Data Science, Causal Data Science, Causal Inference, Causal Reasoning
An Artificial Neural Networks Primer with Financial Applications Examples in Financial Distress Predictions and Foreign Exchange Hybrid Trading System 2022/04/07 - 4:24pm Academic Paper Artificial Neural Networks, Neural Networks, Financial Distress Predictions, Foreign Exchange Hybrid Trading System, Finance, Artificial Intelligence
Approximate Decision Trees For Machine Learning Classification on Tiny Printed Circuits 2022/04/06 - 5:43pm Academic Paper Machine Learning, Approximate Decision Trees, Hardware Architecture, Printed Electronics, Bespoke Architectures, Approximate Computing, Decision Trees, Genetic Algorithm
Randomised Clinical Trials of COVID-19 Vaccines: Do Adenovirus-Vector Vaccines Have Beneficial Non-Specific Effects? 2022/04/06 - 4:59pm Academic Paper COVID19, Public Policy, Health Policy, mRNA Vaccines, Vaccines, Adenovirus-vector Vaccines
Probabilities of Causation: Three Counterfactual Interpretations and their Identification 2022/04/05 - 8:35pm External Course Causal Analysis, Causality Inference, Counterfactuals
Causality Models, Reasoning and Inference: Causal Data Science Course 2022/04/05 - 4:05pm External Course Causal Analysis, Causality Models, Causal Inference
Markov Chains Work Force Planning Models 2022/04/03 - 7:02pm External Course Markov Chains, Markov, Human Resources, Work Force Planning Models
Robust and Energy-efficient PPG-based Heart-Rate Monitoring 2022/03/31 - 5:47pm Academic Paper Machine Learning, Signal Processing, PPG Sensor, Neural Architecture Search, Healthcare, Health Policy, Heart-Rate Monitoring, Temporal Convolutional Networks
Can stable and accurate neural networks be computed? -- On the barriers of deep learning and Smale's 18th problem 2022/03/31 - 5:43pm Academic Paper Machine Learning, Computational Neural Networks, Inverse Problems, Smale’s 18th Problem, Computer Vision and Pattern Recognition, Neural and Evolutionary Computing, Numerical Analysis
A general approach for running Python codes in OpenFOAM using an embedded pybind11 Python interpreter 2022/03/31 - 5:39pm Academic Paper Machine Learning, Python, Computational Engineering, Finance, pybind11
Optimization for Classical Machine Learning Problems on the GPU 2022/03/31 - 5:36pm Academic Paper Machine Learning, GPU, GPU Programming
AI Gone Astray: Technical Supplement 2022/03/31 - 5:33pm Academic Paper Machine Learning, Healthcare, Health Policy, Patient Data, Patient Safety
Human Response to an AI-Based Decision Support System: A User Study on the Effects of Accuracy and Bias 2022/03/29 - 11:58pm Academic Paper Artificial Intelligence, Machine Learning, Decision Support Systems, Human-Computer Interaction, Human-AI interaction
A Multimodal Approach for Parkinson Disease Analysis 2022/03/29 - 11:52pm Academic Paper Machine Learning, Neurons and Cognition, Health Technology, Healthcare, Speech Analysis, Dysphagia, Parkinson Disease
Training Compute-Optimal Large Language Models 2022/03/29 - 11:47pm Academic Paper Machine Learning, Computation and Language, Language Models
Explaining Random Forest Prediction Through Diverse Rulesets 2022/03/29 - 11:44pm Academic Paper Artificial Intelligence, Machine Learning, Explainable AI, Interpretable ML, Random Forest, Random Survival Forest, Multi-label Classification
Damped Online Newton Step for Portfolio Selection 2022/03/28 - 9:28pm Academic Paper Artificial Intelligence, Machine Learning, Optimization and Control, Finance, Quantitative Finance, Universal Portfolio Selection Algorithm, Damped Online Newton
GEMA: An open-source Python library for self-organizing-maps 2022/03/26 - 10:18am Academic Paper Machine Learning, Python, Neural and Evolutionary Computing
A Rationale-Centric Framework for Human-in-the-loop Machine Learning 2022/03/26 - 10:15am Academic Paper Machine Learning, Human Computer Interaction, Human-in-the-loop Machine Learning, Computation and Language
ACE: Towards Application-Centric Edge-Cloud Collaborative Intelligence 2022/03/26 - 10:12am Academic Paper Machine Learning, Distributed, Parallel, and Cluster Computing, Edge-Cloud Collaborative Intelligence
Intelligent Systematic Investment Agent: an ensemble of deep learning and evolutionary strategies 2022/03/26 - 10:08am Academic Paper Investment Strategy, Finance, Machine Learning, Neural and Evolutionary Computing, Trading Strategies
Dexterous Imitation Made Easy: A Learning-Based Framework for Efficient Dexterous Manipulation 2022/03/26 - 10:04am Academic Paper Robotics, Robotic Manipulation, Collective Robot Reinforcement Learning, Computer Vision and Pattern Recognition, Artificial Intelligence, Machine Learning
Reflecting on HCI: Perennial Questions, Emerging Technoscapes 2022/03/23 - 1:08am External Course Human Computer Interaction, HCI, Technoscapes
A Data Driven Society 2022/03/22 - 12:59am External Course Data Driven Society, Big Data Analysis, Data Science
The Causal Foundations of Applied Probability and Statistics 2022/03/20 - 8:37pm External Course Probabilistic Logic, Probability Theory, Causality, Causal Inference, Applied Probability, Statistics
Reinforcement Learning for Precision Oncology 2022/03/18 - 5:31pm Academic Paper Machine Learning, Healthcare, Oncology, Reinforcement Learning, Precision Oncology, Dose Adjustment, Chemotherapy, Radiotherapy
Experimental Quantum Speed-up in Reinforcement Learning Agents 2022/03/18 - 5:26pm Academic Paper Machine Learning, Reinforcement Learning Agents, Quantum Computing, Quantum Physics
A Rigorous and Robust Quantum Speed-up in Supervised Machine Learning 2022/03/18 - 5:22pm Academic Paper Machine Learning, Supervised Machine Learning, Quantum Physics, Quantum Computing
Quantum Phase Recognition via Unsupervised Machine Learning 2022/03/18 - 5:18pm Academic Paper Machine Learning, Unsupervised Machine Learning, Quantum Phase Recognition, Strongly Correlated Electrons, Disordered Systems and Neural Networks, Statistical Mechanics
Scheduling with Predictions and the Price of Misprediction 2022/03/18 - 5:14pm Academic Paper Machine Learning, Price of Misprediction, Data Structures and Algorithms
Chip Placement with Deep Reinforcement Learning 2022/03/18 - 5:10pm Academic Paper Machine Learning, Chip Placement, Deep Reinforcement Learning, Reinforcement Learning, Chip Design
LISA: Towards Learned DNA Sequence Search 2022/03/18 - 5:07pm Academic Paper Machine Learning, Genomics, Learned DNA Sequence Search, DNA Sequence Search, Data Structures and Algorithms
PDNS-Net: A Large Heterogeneous Graph Benchmark Dataset of Network Resolutions for Graph Learning 2022/03/16 - 6:29pm Academic Paper Machine Learning, Causal Graphs, Heterogeneous Graph Benchmark Datasets, Graph Learning, Cryptography and Security
Object Detection as Probabilistic Set Prediction 2022/03/16 - 5:58pm Academic Paper Machine Learning, Object Detection, Probabilistic Set Prediction, Computer Vision and Pattern Recognition, Probabilistic Object Detection, Random Finite Sets, Proper Scoring Rules, Uncertainty Estimation
MSCET: A Multi-Scenario Offloading Schedule for Biomedical Data Processing and Analysis in Cloud-Edge-Terminal Collaborative Vehicular Networks 2022/03/16 - 5:47pm Academic Paper Artificial Intelligence, Machine Learning, Health Policy, Biomedical Data Processing and Analysis, Cloud-Edge-Terminal Collaborative Vehicular Networks, Optimization, Resource Allocation, Task Offloading, Internet of Things

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