predictive models

also referred to as: predictive model

4 statements across 3 episodes · 0 bullish · 1 bearish · 3 people on the record · first statement Jan 15, 2015 by Hanna Wallach · across every show →

Everything said about predictive 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)
Apr 2, 2015
Insight
Medlock: Online profiles offer the best seed for personal predictive text models
“To get a really strong predictive model, you need to know how an individual user uses language, and online profiles give you an ideal way of getting a seed for this.”
Ben Medlock Apr 2, 2015 ▶ 12:51 Ben Medlock, SwiftKey // Building a Better Keyboard // Data Driven NYC (FirstMark Capital)
Apr 13, 2016
Prediction Not checkable as stated
Douetteau: Winning companies will excel at putting predictive models into production
“So it might be that in the following decade, about, where everything will be about having intelligent connected devices, a company that will win will be companies that will be very good at putting predictive models in production, putting intelligence in produc…”
Florian Douetteau Apr 13, 2016 ▶ 4:54 The Solitude of the Data Team Manager // Florian Douetteau, Dataiku (Hosted by FirstMark)
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