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37:59
Architecture & Design Follow 2255 Followers

Inside a Self-driving Uber

Posted by Matt Ranney  on  Jun 27, 2018 1 Posted by Matt Ranney Follow 13 Followers  on  Jun 27, 2018 1

Matt Ranney discusses the software components that come together to make a self-driving Uber drive itself, and how they test new software before it is deployed to the fleet.

46:55
AI, ML & Data Engineering Follow 940 Followers

Understanding Software System Behavior with ML and Time Series Data

Posted by David Andrzejewski  on  Jun 13, 2018 Posted by David Andrzejewski Follow 2 Followers  on  Jun 13, 2018

David Andrzejewski discusses how time series datasets can be combined with ML techniques in order to aid in the understanding of system behaviors in order to improve performance and uptime.

38:12
AI, ML & Data Engineering Follow 940 Followers

Analyzing & Preventing Unconscious Bias in Machine Learning

Posted by Rachel Thomas  on  Jun 12, 2018 Posted by Rachel Thomas Follow 1 Followers  on  Jun 12, 2018

Rachel Thomas keynotes on three case studies, attempting to diagnose bias, identify some sources, and discusses what it takes to avoid it.

49:01
AI, ML & Data Engineering Follow 940 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.

33:49
AI, ML & Data Engineering Follow 940 Followers

Counterfactual Evaluation of Machine Learning Models

Posted by Michael Manapat  on  May 10, 2018 Posted by Michael Manapat Follow 2 Followers  on  May 10, 2018

Michael Manapat discusses how Stripe evaluates and trains their machine learning models to fight fraud.

50:58
Architecture & Design Follow 2255 Followers

Chaos Architecture

Posted by Adrian Cockcroft  on  Mar 30, 2018 Posted by Adrian Cockcroft Follow 11 Followers  on  Mar 30, 2018

Adrian Cockcroft takes a look at best practices and challenges in getting to a chaos architecture mindset.

50:53
Mobile Follow 167 Followers

Serverless IoT @iRobot

Posted by Ben Kehoe  on  Mar 30, 2018 Posted by Ben Kehoe Follow 1 Followers  on  Mar 30, 2018

Ben Kehoe discusses the benefits of how the Internet of Things is right when you're producing connected devices, and that Serverless and Iot are a natural fit.

46:16
Architecture & Design Follow 2255 Followers

With Great Scalability Comes Great Responsibility

Posted by Dana Engebretson  on  Mar 23, 2018 Posted by Dana Engebretson Follow 0 Followers  on  Mar 23, 2018

Dana Engebretson covers the contextual pros and cons of a number of architectural patterns given real world scalability constraints.

43:20
Architecture & Design Follow 2255 Followers

Securing Serverless by Breaking in

Posted by Guy Podjarny  on  Mar 10, 2018 Posted by Guy Podjarny Follow 5 Followers  on  Mar 10, 2018

Guy Podjarny breaks into a vulnerable serverless application and exploits multiple weaknesses, helping better understand some of the mistakes people make, their implications, and how to avoid them.

52:47
Architecture & Design Follow 2255 Followers

Managing Data in Microservices

Posted by Randy Shoup  on  Feb 22, 2018 2 Posted by Randy Shoup Follow 22 Followers  on  Feb 22, 2018 2

Randy Shoup discusses managing data in microservices and shares proven patterns and practical advice that has been successful at Google, eBay, and Stitch Fix.

46:07
AI, ML & Data Engineering Follow 940 Followers

Serverless & GraphQL

Posted by Jared Short  on  Feb 22, 2018 Posted by Jared Short Follow 2 Followers  on  Feb 22, 2018

Jared Short dives into why, how, and when to pair Serverless & GraphQL, with takeaways for implementing the first greenfield Serverless GraphQL API or migrating existing APIs.

46:50
Architecture & Design Follow 2255 Followers

Microservices: Patterns and Practices Panel

Posted by Chris Richardson  on  Feb 01, 2018 Posted by Chris Richardson Follow 44 Followers , Randy Shoup Follow 22 Followers , Louis Ryan Follow 1 Followers , Roopa Tangirala Follow 0 Followers , Rafael Schloming Follow 1 Followers  on  Feb 01, 2018

C. Richardson, R. Shoup, L. Ryan, R. Tangirala, and R. Schloming participate in a discussion on microservices and the challenges faced at scale, the strategies to use and more.

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