Decision Intelligence and Data Science (with Cassie Kozyrkov)
Cassie and Hugo discuss decision making and decision intelligence, which Cassie thinks of as data science plus plus, augmented with the social and managerial sciences.
About Cassie Kozyrkov
As Chief Decision Scientist at Google Cloud, Cassie Kozyrkov advises leadership teams on decision process, AI strategy, and building data-driven organizations. She is the innovator behind bringing the practice of Decision Intelligence to Google, personally training over 15,000 Googlers. Prior to joining Google, Cassie worked as a data scientist and consultant. She holds degrees in mathematical statistics, economics, psychology, and neuroscience.
Links from the show
FROM THE INTERVIEW
- Cassie on Twitter
- Is data science a bubble? (By Cassie Kozyrkov, Hackernoon)
- Incompetence, delegation, and population (By Cassie Kozyrkov, Hackernoon)
- Populations — You’re doing it wrong (By Cassie Kozyrkov, Hackernoon)
- What on earth is data science? (By Cassie Kozyrkov, Hackernoon)
FROM THE SEGMENTS
Probability Distributions and their Stories (with Justin Bois at ~19:45)
Machines that Multi-Task (with Friederike Schüür of Fast Forward Labs ~43:45)
- Sebastian’s Ruder’s Overview of Multi-Task Learning in Deep Neural Networks
- Multi-Task Learning for NLP, also by Sebastian Ruder
- GANs for Fake Celebrity Images (Karras et al, Nvidia)
- Adversarial Multi-Task Learning for Text Classification (Liu et al., arXiv.org)
Original music and sounds by The Sticks.