Data Science
Data versus Science: Contesting the Soul of Data-Science
Data Science is NOT Statistics
Causal Data Science: A General Framework for Causal Inference and Fusion
A Data Driven Society
Foundations of Data Science - Textbook
DSA ADS Course - 2022
Avrim Blum, John Hopcroft, Ravindran Kannan - June, 2016
Introduction:
Computer science as an academic discipline began in the 1960’s. Emphasis was on programming languages, compilers, operating systems, and the mathematical theory that supported these areas. Courses in theoretical computer science covered finite automata, regular expressions, context free languages, and computability.
Why Machine Learning Algorithms Fall Short
Statistical Modeling The Two Cultures
DSA ADS Course, 2022
Statistical Analysis, Data Interpretation, Causal Analysis, Causality, Data Fusion, Missing Data, Counterfactuals
Discuss the two cultures of statistical modeling according to Leo Breiman in light of recent advances in machine learning and causal inference and the separation between the data-fitting and data-interpretation components of statistical modeling.