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49:01
AI, ML & Data Engineering Follow 999 Followers

End-to-End ML without a Data Scientist

Posted by Holden Karau  on  May 30, 2018 Posted by Holden Karau Follow 3 Followers  on  May 30, 2018

Holden Karau discusses how to train models, and how to serve them, including basic validation techniques, A/B tests, and the importance of keeping models up-to-date.

43:26
Architecture & Design Follow 2420 Followers

Pricing Page Optimization

Posted by Elena Verna  on  Mar 26, 2017 Posted by Elena Verna Follow  Followers  on  Mar 26, 2017

Elena Verna discusses user behavior on the pricing page and how to organize the A/B testing resources to optimize the pricing page, one of the most important funnels of a website.

49:27
AI, ML & Data Engineering Follow 999 Followers

Query Understanding: a Manifesto

Posted by Daniel Tunkelang  on  Jan 15, 2017 Posted by Daniel Tunkelang Follow 0 Followers  on  Jan 15, 2017

Daniel Tunkelang talks about what search looks like when viewed through a query understanding mindset. He focuses on query performance prediction, query rewriting, and search suggestions.

43:56
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Machine Learning at Netflix Scale

Posted by Aish Fenton  on  Oct 07, 2014 4 Posted by Aish Fenton Follow 0 Followers  on  Oct 07, 2014 4

Aish Fenton discusses Netflix' machine learning algorithms, including distributed Neural Networks on AWS GPUs, providing insight into offline experimentation and online AB testing.

48:53
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A/B Testing + Continuous Delivery = Everyday Product Launches

Posted by Nellwyn Thomas  on  Aug 17, 2014 Posted by Nellwyn Thomas Follow 0 Followers  on  Aug 17, 2014

Nellwyn Thomas discusses how Etsy is using A/B testing, how Etsy's data-driven culture has evolved over time and how continuous delivery and big data can coexist.

48:24
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From Experiments to Insights at Pinterest

Posted by Andrea Burbank  on  Apr 19, 2014 Posted by Andrea Burbank Follow 0 Followers  on  Apr 19, 2014

Andrea Burbank discusses the evolution of Pinterest's A/B testing platform and how one can learn from their mistakes to go from simply running experiments to actually deriving insights.

34:40
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A/B Testing: Lessons Learned at Spotify

Posted by Danielle Jabin  on  Apr 06, 2014 Posted by Danielle Jabin Follow 0 Followers  on  Apr 06, 2014

Danielle Jabin shares some of Spotify's key takeaways from their A/B testing efforts and the challenges they faced in building out their A/B testing infrastructure.

31:48
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Managing Experimentation in a Continuously Deployed Environment

Posted by Wil Stuckey  on  Jul 25, 2013 Posted by Wil Stuckey Follow 0 Followers  on  Jul 25, 2013

Wil Stuckey explains how Etsy manages to deploy nearly ~10,000 changes in one year, and how they run A/B experiments in the midst of continual code change.

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