exploratory models

2 statements across 1 episodes · 0 bullish · 1 bearish · 1 people on the record · first statement Jan 15, 2015 by Hanna Wallach · across every show →

Everything said about exploratory models, oldest first

Jan 15, 2015 neutral

Assertion Supported

Wallach: ML fairness research overwhelmingly focuses on predictive over exploratory models

“So much of the existing work on fairness and transparency in machine learning, not that there's very much of it, focuses on predictive models rather than models for exploratory or explanatory analyses”

Hanna Wallach Jan 15, 2015 ▶ 12:22 Hanna Wallach, Microsoft Research // Data Driven #33 // Jan 2015 (Hosted by FirstMark Capital)

Jan 15, 2015 negative

Insight

Wallach: Bias in exploratory models distorts subsequent predictive models

“As a result, the models used to perform these previous analyses and any kind of bias or unfairness in them will necessarily influence the resultant findings, and hence the representations that we then choose to use in our predictive models.”

Hanna Wallach Jan 15, 2015 ▶ 13:12 Hanna Wallach, Microsoft Research // Data Driven #33 // Jan 2015 (Hosted by FirstMark Capital)

Turn any episode into a week of clips.

This entire site, over 400 conversations transcribed, diarized, checked and made playable, runs on the StarZero media pipeline. Drop in your own episode and the podcast clipper finds the moments worth sharing, cuts them, captions them, and reframes them for every feed.

exploratory models

Everything said about exploratory models, oldest first

Turn any episode into a week of clips.