Resources

Application of Kelly Criterion in Investing / Trading Strategies - DSA ADS Course - 2023 2023/04/17 - 10:29pm External Course Investing, Trading, Data Science, Applied Data Science, Probabilistic Logic, Information Theory, Kelly Criterion, Finance
Natural Language Processing with Python - DSA ADS Course 2023 2023/04/17 - 10:20pm External Course Natural Language Processing, Python
Building Data Science Teams - DSA ADS Course 2023 2023/04/17 - 10:12pm External Course Data Science, Teams
Evolutionary Finance, Simulations and the Agent-Based Approach - DSA ADS Course - 2023 2023/04/17 - 9:16pm External Course Finance, Trading, Simulations, Investment, Machine Learning, šEvolutionary Finance, Behavioral Finance, Agent-Based Approach
Framework for Artificial Intelligence Fairness - DSA ADS Course 2023 2023/04/17 - 6:22pm External Course Artificial Intelligence, Machine Learning, Ethics, Fairness, Bias in AI, Methodological Bias, Bias
Neurosymbolic Artificial Intelligence - DSA ADS Course 2023 2023/04/17 - 6:11pm External Course Artificial Intelligence, Neurosymbolic AI, Neurosymbolic Computing, Machine Learning, Explainable AI, Deep Learning
Machine Learning: From Theory to Algorithms - DSA ADS Course 2023 2023/04/17 - 5:07pm External Course Artificial Intelligence, Machine Learning
Multifractal Geometry in Stock Market Time Series - DSA External Course 2023 2023/04/17 - 1:59pm External Course Fractals, Multifractals, Time Series, Finance, Trading, Stocks, Takens Theorem, Chaos Theory, Chaotic Dynamical System, Portfolio Management
Quantifying the Behavior of Stock Correlations Under Market Stress: DSA ADS Course - 2023 2023/04/17 - 1:40pm External Course Investing, Trading, Complex Systems, Applied Data Science, Probabilistic Logic, Stock Correlations, Market Stress, Finance
Mining of Massive Datasets - DSA ADS Course 2023 2023/04/17 - 10:40am External Course Data Science, Data Mining, Algorithms, Machine Learning, Clustering, MapReduce, Dimensionality Reduction
Application of Probability Theory in Investing / Trading Strategies - DSA ADS Course - 2023 2023/04/17 - 10:27am External Course Investing, Trading, Data Science, Applied Data Science, Probabilistic Logic, Information Theory, Bayesian Probability, Finance
A Hidden Markov Model of Customer Relationship Dynamics: DSA ADS Course - 2023 2023/04/17 - 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
Ten Simple Rules for Initial Data Analysis - DSA ADS Course - 2023 2023/04/17 - 2:35am External Course Data Analysis
The Seven Tools of Causal Inference, with Reflections on Machine Learning - DSA ADS Course - 2023 2023/04/17 - 1:49am External Course Causality, Causal Reasoning, Causal Inference, Machine Learning, Algorithms
Foundations of Data Science - Textbook 2023/04/17 - 12:32am External Course Data Science, Textbook
Understanding Machine Learning - From Theory to Algorithms - Textbook 2023/04/16 - 11:54pm External Course Machine Learning, Shai Shalev-Shwartz, Shai Ben-David
Causality for Machine Learning - DSA ADS Course 2023 2023/04/16 - 11:47pm External Course Causality, Machine Learning, Artificial Intelligence
Neurocognitive Enhancement: Applications and Ethical Issues - DSA ADS Course 2023 2023/04/16 - 11:42pm External Course Neurocognitive Enhancement, Neuroethics, Wearable Devices, Machine Learning, Artificial Intelligence
Developing Robust Artificial Intelligence - DSA ADS Course 2023 2023/04/16 - 11:33pm External Course Artificial Intelligence, Machine Learning, Knowledge-driven, Reasoning-based Approach, Cognitive Models, Causality
Targeted Advertising: How Do Consumers Make Inferences? - DSA ADS Course 2023 2023/04/16 - 11:24pm External Course Machine Learning, Targeted Advertising, Causal Inference, Recommendation Engines, Product Recommendation Engines, Targeting Accuracy, Consumer Inference, Consumer Search
Data Science - Part XIV - Genetic Algorithms 2023/04/16 - 11:18pm External Course Data Science, Genetic Algorithms
Data Science - Part XIII - Hidden Markov Models 2023/04/16 - 11:16pm External Course Data Science, Hidden Markov Models
Data Science - Part XI - Text Analytics 2023/04/16 - 11:14pm External Course Data Science, Text Analytics
Data Science - Part X - Time Series Forecasting 2023/04/16 - 11:13pm External Course Data Science, Time Series Forecasting
Data Science - Part IX - Support Vector Machine 2023/04/16 - 11:11pm External Course Data Science, Support Vector Machine
Data Science - Part VI - Market Basket and Product Recommendation Engines 2023/04/16 - 11:08pm External Course Data Science, Market Basket, Product Recommendation Engines
Algorithms for Causal Reasoning in Probability Trees - DSA ADS Course 2023 2023/04/16 - 11:03pm External Course Causality, Algorithms, Causal Reasoning, Probability Trees, Machine Learning, Artificial Intelligence
Data Science - Part III - EDA & Model Selection 2023/04/16 - 11:00pm External Course Data Science, EDA, Model Selection
AI Systems in Clinical Healthcare - DSA ADS Course 2023 2023/04/16 - 10:58pm External Course Healthcare, Clinical Healthcare, Artificial Intelligence, Machine Learning, Medicine
Data Science - Part II - Working with R & R Studio 2023/04/16 - 10:56pm External Course Data Science, R & R Studio
Evaluations of Medical AI Devices - DSA ADS Course 2023 2023/04/16 - 10:42pm External Course Machine Learning, Medicine, Medical Devices, FDA, Medical Device Evaluation, Artificial Intelligence
Data Fitting vs. Data Interpreting Approaches to Data Science - DSA ADS Course 2023 2023/04/16 - 9:22pm External Course Machine Learning, Causality, Causal Models, Knowledge Representation, Artificial Intelligence
Unit Selection Based on Counterfactual Logic - DSA ADS Course 2023 2023/04/16 - 9:12pm External Course Unit Selection, Counterfactual Logic, A/B Testing, Statistical Analysis, Machine Learning, Artificial Intelligence
Federated Learning and Mixture of Experts - DSA ADS Course 2023 2023/04/16 - 9:03pm External Course Machine Learning, Cluster Computing, Federated Learning, Specialized Models, Artificial Intelligence
Algorithms for Causal Reasoning in Probability Trees - DSA ADS Course 2023 2023/04/16 - 8:52pm External Course Causality, Algorithms, Causal Reasoning, Probability Trees, Machine Learning, Artificial Intelligence
Causal Model Explanation - DSA ADS Course 2023 2023/04/16 - 8:39pm External Course Machine Learning, Causal Data Science, Causal Inference, Linguistic Causation, CausaLM, Causal Model Explanation, Counterfactual Language Models
Data Science Full Course 2023/04/16 - 7:43pm External Course Data Science
Python for Data Science - Course for Beginners 2023/04/16 - 7:26pm External Course Python, Data Science, Pandas, NumPy, Matplotlib
Learn Data Science Tutorial - Full Course for Beginners 2023/04/16 - 6:21pm External Course Data Science, Data Science Tutorial
Crimes Against Data - Andrew Gelman 2023/04/16 - 6:19pm External Course Data Science, Andrew Gelman
What is Data Science? - Andrew Gelman 2023/04/16 - 6:18pm External Course Data Science, Andrew Gelman
Law & Regulation Decision Making Algorithms - DSA ADS Course 2023 2023/04/16 - 5:57pm External Course Artificial Intelligence and Law, Law, Machine Learning, Regulations, Government, Public Policy
Connecting Workforce Analytics to Better Business Results - DSA ADS Course 2023 2023/04/16 - 2:05pm External Course Human Resources, Data Science, Workforce Analytics
A New Kind of Science - Computer Simulation Experiments 2023/04/16 - 2:03pm External Course Science, Data Science, Computer Simulations
Quantifying Trading Behavior in Financial Markets Using Google Trends - DSA ADS Course 2023 2023/04/16 - 1:29pm External Course Data Science, Trading, Investing, Financial Markets, Predictive Analytics, Data Mining, Google Trends, Computational Social Science, Digital Traces, Dow Jones Industrial Average
Experiments vs Computer Simulations - A Tale of Two Methods - DSA ADS Course 2023 2023/04/16 - 1:03pm External Course Scientific Method, Computer Simulations, Validation, Reproducibility, Data Science, Experimentation, Model Checking
A Map and Simple Heuristic to Detect Fragility, Antifragility and Model Error 2023/04/16 - 10:21am External Course Model Errors, Data Science, Predictive Analytics, Heuristic, Fragility, Antifragility, Tail Risks, Probabilistic Logic
Artificial Intelligence Index Report 2023 2023/04/16 - 10:10am External Course Artificial Intelligence, Machine Learning
Statistical Modeling The Two Cultures 2023/04/16 - 4:36am External Course Statistical Modeling, Data Science, Statistical Analysis, Data Interpretation, Causal Analysis, Causality, Data Fusion, Missing Data, Counterfactuals
Proper Use and Misuse of Modeling - DSA ADS Course 2023 2023/04/16 - 12:33am External Course Predictive Modeling, Probabilistic Modeling, Modeling, Decision Modeling, Black Box Models

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