Finance

Quantifying the Behavior of Stock Correlations Under Market Stress: 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 complex systems and how to use multiple conceptual frameworks in attempt to understand dynamics of different complex system types.

Discuss correlations in complex systems using financial systems and quantifying state-dependent correlations in stock markets as example.

Application of Probability Theory in Investing / Trading Strategies - 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 application of probability theory in real world investing / trading scenarios.

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.

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