Resources

Introduction to Neural Networks in Python 2023/02/01 - 6:52pm External Course Neural Networks, Python, TensorFlow, Keras, Data Science
Optimal Decision Tree Policies for Markov Decision Processes 2023/01/30 - 10:49pm Academic Paper Artificial Intelligence, Machine Learning, Decision Tree Policies, Markov Decision Processes, Markov Chains
Streaming Anomaly Detection 2023/01/30 - 10:46pm Academic Paper Artificial Intelligence, Machine Learning, Streaming, Anomaly Detection, Anomaly Detection Algorithms
Prediction of Customer Churn in Banking Industry 2023/01/30 - 10:42pm Academic Paper Artificial Intelligence, Machine Learning, Customer Churn, Banking
Zero-One Laws of Graph Neural Networks 2023/01/30 - 10:40pm Academic Paper Artificial Intelligence, Machine Learning, Graph Neural Networks
Machine Learning Approach for Player and Position Adjusted Expected Goals in Football (Soccer) 2023/01/30 - 10:37pm Academic Paper Artificial Intelligence, Machine Learning, Football, Soccer, Sports Analytics
Lectures on Causality: Jonas Peters, Part 1 2023/01/27 - 8:41pm External Course Causality, Prediction, Inference, Algorithms, Causal Inference, Structural Causal Models, Interventional Distributions
Lectures on Causality: Jonas Peters, Part 2 2023/01/27 - 7:42pm External Course Causality, Prediction, Inference, Algorithms, Causal Inference, Structural Causal Models, Interventional Distributions
Lectures on Causality: Jonas Peters, Part 3 2023/01/27 - 6:44pm External Course Causality, Prediction, Inference, Algorithms, Causal Inference, Structural Causal Models, Interventional Distributions
Lectures on Causality: Jonas Peters, Part 4 2023/01/27 - 12:45pm External Course Causality, Prediction, Inference, Algorithms, Causal Inference, Structural Causal Models, Interventional Distributions
1D Convolutional neural networks and machine learning algorithms for spectral data classification with a case study for Covid-19 2023/01/26 - 1:07pm Academic Paper Artificial Intelligence, Machine Learning, Convolutional Neural Networks, Spectral Data Classification, COVID-19, Spectroscopy
Imitating Human Behaviour with Diffusion Models 2023/01/26 - 1:03pm Academic Paper Artificial Intelligence, Machine Learning, Robotics, Human-AI Collaboration, Human Computer Interaction, Human Augmentation, Diffusion Models
ARDIAS: AI-Enhanced Research Management, Discovery, and Advisory System 2023/01/26 - 12:59pm Academic Paper Artificial Intelligence, Machine Learning, Computation and Language, Information Retrieval, Research Management, Advisory Systems
Understanding and Improving Deep Graph Neural Networks: A Probabilistic Graphical Model Perspective 2023/01/26 - 12:56pm Academic Paper Artificial Intelligence, Machine Learning, Causal Graphical Models, Graph Neural Networks
Towards Causal Reinforcement Learning (Tutorial) 2023/01/25 - 1:59am External Course Causal Reinforcement Learning, Elias Bareinboim, Reinforcement Learning
Data Analysis with Python - Full Course for Beginners 2023/01/23 - 6:29pm External Course Data Analysis, Python, NumPy, Pandas, Matplotlib, Seaborn, Data Science
The Unreasonable Effectiveness of Data 2023/01/23 - 2:18pm External Course Data Analysis
Data Science and Investment Strategy 2023/01/22 - 1:47am External Course Data Science, Investment Strategy
Judea Pearl -- The Foundations of Causal Inference 2023/01/22 - 1:22am External Course Judea Pearl, Causal Inference, Causal Reasoning
Philosophy of Data Science 2023/01/21 - 1:28am External Course Philosophy of Data Science, Data Science
Scientific Reasoning for Practical Data Science 2023/01/20 - 1:30am External Course Scientific Reasoning, Data Science
Machine Learning Introduction 2023/01/18 - 9:18am External Course Machine Learning
Deep Learning: A Crash Course 2023/01/17 - 9:13am External Course Deep Learning, Neural Networks, Artificial Intelligence
Scaling Laws for Reward Model Overoptimization 2023/01/13 - 12:34pm Academic Paper Artificial Intelligence, Machine Learning, Scaling Laws, Deep Reinforcement Learning, Multiagent Systems, Reward Model, Goodhart’s Law
Scaling Laws for a Multi-Agent Reinforcement Learning Model 2023/01/13 - 12:30pm Academic Paper Artificial Intelligence, Machine Learning, Scaling Laws, Deep Reinforcement Learning, Multiagent Systems
Scaling Scaling Laws with Board Games 2023/01/13 - 12:28pm Academic Paper Artificial Intelligence, Machine Learning, Scaling Laws, Deep Reinforcement Learning, Multiagent Systems
Ten Simple Rules for Initial Data Analysis - DSA ADS Course - 2023 2023/01/09 - 1:35am External Course Data Analysis
Discovering and forecasting extreme events via active learning in neural operators 2023/01/08 - 12:07pm Academic Paper Artificial Intelligence, Machine Learning, Forecasting, Extreme Events, Black Swans, Monte Carlo, Bayesian Experimental Design, Deep Neural Operators, Model Agnostic Framework, Monte Carlo Tree Search
Data Science - Part XI - Text Analytics 2023/01/05 - 10:14pm External Course Data Science, Text Analytics
DeepONet: Learning nonlinear operators for identifying differential equations based on the universal approximation theorem of operators 2023/01/03 - 11:50am Academic Paper DeepONet, Learning Nonlinear Operators, Differential Equations, Universal Approximation Theorem of Operators, Machine Learning
Evolutionary Finance, Simulations and the Agent-Based Approach - DSA ADS Course - 2023 2022/12/20 - 8:16pm External Course Finance, Trading, Simulations, Investment, Machine Learning, šEvolutionary Finance, Behavioral Finance, Agent-Based Approach
Agent-based Computational Finance: DSA ADS Course - 2023 2022/12/20 - 10:46am External Course Agent-based Model, Intelligent Agents, Computational Finance, Finance, Trading, Market Microstructure, Genetic Algorithms, Neural Networks, Artificial Financial Markets, Evolutionary Computation.
Capital Allocation: Results, Analysis, and Assessment - DSA ADS Course - 2023 2022/12/20 - 8:40am External Course Capital Allocation, Investing, Investment Strategy, Algorithmic Trading, Trading, Finance, Asset Allocation, Asset Selection, Rebalancing
On the Dangers of Stochastic Parrots: Can Language Models Be Too Big? 2022/12/20 - 12:05am External Course Natural Language Processing, Language Models, Artificial Intelligence, Machine Learning, BERT, Switch-C, GPT-2, GPT-3
Building Human Values into Recommender Systems: An Interdisciplinary Synthesis 2022/12/19 - 12:09pm Academic Paper Artificial Intelligence, Machine Learning, Recommender Systems, Human-Computer Interaction, Information Retrieval, Social and Information Networks
Narrative Sensemaking: Strategies for Narrative Maps Construction 2022/12/19 - 12:05pm Academic Paper Artificial Intelligence, Machine Learning, Narrative Maps, Information Narratives, Information Extraction, Visualization, Publishing, Human-Computer Interaction
Narrative Maps: An Algorithmic Approach to Represent and Extract Information Narratives 2022/12/19 - 11:55am Academic Paper Artificial Intelligence, Machine Learning, Narrative Maps, Information Narratives, Information Extraction, Antichains, Publishing, Human-Computer Interaction
Multi-Agent Reinforcement Learning for Adaptive Mesh Refinement 2022/12/19 - 11:44am Academic Paper Artificial Intelligence, Machine Learning, Multi-agent Reinforcement Learning Algorithm, Value Decomposition Graph Network, Adaptive Mesh Refinement, Numerical Analysis
Chat Control or Child Protection? 2022/12/19 - 11:40am Academic Paper Artificial Intelligence, Machine Learning, Cryptography and Security, Computers and Society
Augmentation Backdoors 2022/12/19 - 11:36am Academic Paper Artificial Intelligence, Machine Learning, Backdoors, Augmentation Backdoors, Data Augmentation, Cryptography and Security
A Principal Odor Map Unifies Diverse Tasks in Human Olfactory Perception 2022/12/19 - 11:33am Academic Paper Artificial Intelligence, Machine Learning, Graph Neural Networks, Human Olfactory Perception, Principal Odor Map
Manipulating SGD with Data Ordering Attacks 2022/12/19 - 1:02am Academic Paper Artificial Intelligence, Machine Learning, Data Ordering Attacks, Cryptography and Security, Computer Vision and Pattern Recognition
ImpNet: Imperceptible and blackbox-undetectable backdoors in compiled neural networks 2022/12/19 - 12:56am Academic Paper Artificial Intelligence, Machine Learning, Backdoors, Cryptography and Security, Compiler-based Attacks, Blackbox-undetectable
Evolutionary Finance Approach: Literature Survey 2022/12/18 - 2:35pm External Course Finance, Trading, Investment, Machine Learning, šEvolutionary Finance, Behavioral Finance, Agent-Based Approach
Experiments in finance: A survey of historical trends 2022/12/18 - 2:29pm External Course Finance, Trading, Experiments, Investment, Machine Learning, šEvolutionary Finance, Behavioral Finance, Agent-Based Approach
Experiments in Evolutionary Finance 2022/12/18 - 11:45am Academic Paper Finance, Trading, Algorithmic Trading, Algorithm, Machine Learning, šArtificial Stock Market
Intelligent Systematic Investment Agent: an ensemble of deep learning and evolutionary strategies 2022/12/18 - 9:08am Academic Paper Investment Strategy, Finance, Machine Learning, Neural and Evolutionary Computing, Trading Strategies
Algorithmic Trading of Futures via Machine Learning - DSA ADS Course - 2023 2022/12/17 - 7:52pm External Course Algorithmic Trading, Future, Machine Learning, Trading, Finance, Machine Learning in Finance and Trading
Rethinking Out-of-Distribution Detection From a Human-Centric Perspective 2022/12/14 - 2:53pm Academic Paper Artificial Intelligence, Machine Learning, Out-of-Distribution Detection, AI Reliability, Image Classification, Computer Vision and Pattern Recognition
Imitation Learning: Progress, Taxonomies and Challenges 2022/12/14 - 2:44pm Academic Paper Artificial Intelligence, Machine Learning, Robotics, Imitation Learning, Gaze Detection, Text Tagging

Pages