External Course
Foundations of the Theory of Probability - DSA ADS Course 2023
DSA ADS Course 2023
This DSA ADS course is part of a series of courses that demonstrate how to use applied data science with high performance compute and high quality data to optimize decision making in real world scenarios.
Discuss the foundations of probability theory and apply to real world scenarios.
In depth review of classic textbook "Foundations of the Theory of Probability" by Kolmogorov.
Using Bayesian Optimization to Tune Machine Learning Models
Three Paradoxes of Big Data - DSA ADS Course 2023
DSA ADS Course 2023
This DSA ADS course is part of a series of courses that demonstrate how to use applied data science with high performance compute and high quality data to optimize decision making in real world scenarios.
Discuss the three (3) paradoxes of big data using examples in real world scenarios.
Machine Learning - Random Forests
Causal Reinforcement Learning -- Part 2/2 (ICML tutorial)
Causal Reinforcement Learning -- Part 1/2 (ICML tutorial)
Data Science is NOT Statistics
Algorithmic Trading of Futures via Machine Learning - DSA ADS Course - 2023
DSA ADS Course - 2023
This DSA ADS course is part of a series of courses that demonstrate how to use applied data science with high performance compute and high quality data to optimize decision making in real world investing / trading scenarios.
Discuss how to use applied data science with machine learning algorithms to trade futures.
Discuss strategies for trading financial futures based solely on past trading data.
Discuss using machine learning techniques to obtain scenarios for future price and volatility.
Skin In The Game Heuristic for Protection Against Tail Events - DSA ADS Course 2023
DSA ADS Course 2023
This DSA ADS course is part of a series of courses that demonstrate how to use applied data science with high performance compute and high quality data to optimize decision making in real world scenarios.
Discuss application of probability theory and concept of "skin in the game" in protecting against potential extreme negative consequences of tail events in real world scenarios.