Data Science
Complete Python Pandas Data Science Tutorial
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.
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.
Data Science is NOT Statistics
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.
Topological Data Analysis and Machine Learning Theory - 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 topological data analysis and machine learning theory in real world scenarios.
Random Forests - 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 random forests in real world scenarios.
Unreasonable Effectiveness of Data
Topological Data Analysis - 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 topological data analysis in real world scenarios.