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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 |
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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 |
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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 |
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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 |
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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 |
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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 |
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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 |
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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 |
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Towards Causal Reinforcement Learning (Tutorial) |
2023/01/25 - 1:59am |
External Course |
Causal Reinforcement Learning, Elias Bareinboim, Reinforcement Learning |
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Data Analysis with Python - Full Course for Beginners |
2023/01/23 - 6:29pm |
External Course |
Data Analysis, Python, NumPy, Pandas, Matplotlib, Seaborn, Data Science |
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The Unreasonable Effectiveness of Data |
2023/01/23 - 2:18pm |
External Course |
Data Analysis |
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Data Science and Investment Strategy |
2023/01/22 - 1:47am |
External Course |
Data Science, Investment Strategy |
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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 |
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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 |
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Deep Learning: A Crash Course |
2023/01/17 - 9:13am |
External Course |
Deep Learning, Neural Networks, Artificial Intelligence |
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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 |
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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 |
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Scaling Scaling Laws with Board Games |
2023/01/13 - 12:28pm |
Academic Paper |
Artificial Intelligence, Machine Learning, Scaling Laws, Deep Reinforcement Learning, Multiagent Systems |
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Ten Simple Rules for Initial Data Analysis - DSA ADS Course - 2023 |
2023/01/09 - 1:35am |
External Course |
Data Analysis |
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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 |
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Data Science - Part XI - Text Analytics |
2023/01/05 - 10:14pm |
External Course |
Data Science, Text Analytics |
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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 |
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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, 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. |
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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 |
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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 |
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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 |
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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 |
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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 |
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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, 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, 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, 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 |
|
Machine Learning - Random Forests |
2022/12/12 - 10:47am |
External Course |
Machine Learning, Random Forests, Algorithms |
|
Generative Pre-trained Transformer 3 |
2022/12/11 - 11:41pm |
External Course |
Machine Learning, Generative Pre-trained Transformer 3, GPT3 |
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Dollar Debt in FX Swaps and Forwards: Huge, Missing and Growing |
2022/12/09 - 8:24pm |
External Course |
Finance, Trading, Investing, Currency Swaps, FX Swap Markets, FX Swaps, Dollar Obligations, Bank for International Settlements |
|
Towards Quantum Advantage via Topological Data Analysis |
2022/12/09 - 8:13pm |
Academic Paper |
Quantum Computing, Topological Data Analysis, Quantum Physics, Computational Complexity, Quantum Machine Learning, Quantum Algorithms |
|
Competition-Level Code Generation with AlphaCode |
2022/12/09 - 7:55pm |
Academic Paper |
Artificial Intelligence, Machine Learning, Programming Languages, AlphaCode, Algorithmic Reasoning, Code Generation |
|
On the Dangers of Stochastic Parrots: Can Language Models Be Too Big? |
2022/12/07 - 1:53pm |
Academic Paper |
Natural Language Processing, Language Models, Artificial Intelligence, Machine Learning, BERT, Switch-C, GPT-2, GPT-3 |
