4 min listen
#47 Human-centered Design in Data Science
FromDataFramed
ratings:
Length:
63 minutes
Released:
Nov 5, 2018
Format:
Podcast episode
Description
Hugo speaks with Peter Bull about the importance of human-centered design in data science. Peter is a data scientist for social good and co-founder of Driven Data, a company that brings cutting-edge practices in data science and crowdsourcing to some of the world's biggest social challenges and the organizations taking them on, including machine learning competitions for social good. They’ll speak about the practice of considering how humans interact with data and data products and how important it is to consider them while designing your data projects. They’ll see how human-centered design provides a robust and reproducible framework for involving the end-user all through the data work, illuminated by examples such as DrivenData’s work in financial services and Mobile Money in Tanzania. Along the way, they’ll discuss the role of empathy in data science, the increasingly important conversation around data ethics and much, much more.LINKS FROM THE SHOWFROM THE INTERVIEWPeter on TwitterDrivenDataDeon (Ethics Checklist)Cookiecutter Data ScienceIf you liked this interview, you might be interested in working with DrivenData! Currently, the team is looking for a software engineer who loves the idea of building Python applications for social impact. Apply Here!FROM THE SEGMENTSProbability Distributions and their Stories (with Justin Bois at ~24:00)Justin's Website at CaltechProbability distributions and their stories (By Justin Bois)Studies in Interpretability (with Peadar Coyle at ~38:10)Interpretable ML SymposiumHow will the GDPR impact machine learning? (By Andrew Burt)How to use Bayesian Stats in your daily job (Gates, Perry, Zorn (2002))Fairness in Machine Learning (By Moritz Hardt)Original music and sounds by The Sticks.
Released:
Nov 5, 2018
Format:
Podcast episode
Titles in the series (100)
#0 Introducing DataFramed: We are super pumped to be launching a weekly data science podcast called DataFramed, in which Hugo Bowne-Anderson, a data scientist and educator at DataCamp, speaks with industry experts about what data science is, what it’s capable of, what it looks l... by DataFramed