Jeremy Achin, CEO of DataRobot, speaks at FirstMark's Data Driven NYC about model interpretability and corporate pushback against automated machine learning.
“A word people use as a last resort to defend the status quo after they realize that their hundred variable regression model is an arbitrary representation of reality that is less accurate, robust, and interpretable than the modern, ah, alternatives.”
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More from Jeremy Achin
PredictionNot checkable as stated
Achin: Automated tools and education will solve the data scientist shortage
“And, ah, the shortage of data scientists will be solved by a combination of pragmatic education, practical education, and, ah, tools that automate the modeling process and automate data science to levels which are, right now, probably most of us in the room th…”
Jeremy AchinNov 23, 2015▶ 17:02Black Boxes and Unicorns - DataRobot CEO Jeremy Achin
Insight
Achin: Complex machine learning models can be interpreted using modern techniques
“I would argue, though, that even very complicated models can be interpreted using modern techniques.”
Jeremy AchinNov 23, 2015▶ 4:19Black Boxes and Unicorns - DataRobot CEO Jeremy Achin
Opinion
Achin: 'Black box' label reflects fear of new technology
“It's a phrase people use when they're scared of technology they don't understand and want to keep doing the same thing they've been doing for the last 20 years.”
Jeremy AchinNov 23, 2015▶ 4:37Black Boxes and Unicorns - DataRobot CEO Jeremy Achin
AssertionSupported
Achin: DataRobot employees held Kaggle's top rank almost continuously for three years
“Basically, over the last three years, somebody from our company has been number, ranked number one almost the entire time.”
Jeremy AchinNov 23, 2015▶ 2:03Black Boxes and Unicorns - DataRobot CEO Jeremy Achin
Disclosure
Achin penalized job candidates for choosing the wrong modeling textbook
“I love this book so much that I would use it in interviews, so I, when somebody would come in for an interview, I would ask them, if you had to go on a desert island And do modeling consulting for the rest of your life, and you can bring one book, what would i…”
Jeremy AchinNov 23, 2015▶ 10:00Black Boxes and Unicorns - DataRobot CEO Jeremy Achin
AssertionContradicted
Achin: Non-data scientist advisor placed 5th in Kaggle competition using DataRobot
“One of our advisors, who's not a data scientist, knows nothing about insurance he came in fifth place. And this is out of six hundred-something people including thirty-something Liberty Mutual employees that have competed.”
Jeremy AchinNov 23, 2015▶ 19:55Black Boxes and Unicorns - DataRobot CEO Jeremy Achin
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