Overview
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Explore the evolution and impact of data science in this thought-provoking 51-minute talk. Delve into the rise of data-driven decision making, its influence on business and society, and the challenges faced by the data community. Examine the consequences of metric-focused approaches and the shift in perception towards machine learning and AI. Gain insights on moving forward with humility, acknowledging the limitations of deep learning models and the world's complexity. Draw inspiration from diverse perspectives, including Berkshire Hathaway, Michel de Montaigne, and the Houston Astros, to navigate the future of data science. Cover topics such as personal decision making, quantitative thinking, organizational decomposition, growth accounting, economies of scale, and integrating diverse perspectives in hard decision-making processes.
Syllabus
Intro
About Me
Personal Decision Making
Elementary Permutations and Combinations
Quantitative Thinking and Inversion
Organizational Decomposition
Bottlenecks
41 Shades of Blue
Growth Accounting
On Razors
The Global Financial Crisis
Facebook and Russia
The Psychology of Human Misjudgement
Economies of Scale
Seven Powers
Why You Shouldn't Cross Jane Fonda
Astroball
Integrating Diverse Perspectives
Making Hard Decisions
Taught by
Open Data Science