InfoQ Homepage Transcripts Content on InfoQ
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Analyzing & Preventing Unconscious Bias in Machine Learning
Rachel Thomas keynotes on three case studies, attempting to diagnose bias, identify some sources, and discusses what it takes to avoid it.
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End-to-End ML without a Data Scientist
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.
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Counterfactual Evaluation of Machine Learning Models
Michael Manapat discusses how Stripe evaluates and trains their machine learning models to fight fraud.
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Chaos Architecture
Adrian Cockcroft takes a look at best practices and challenges in getting to a chaos architecture mindset.
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Serverless IoT @iRobot
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.
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With Great Scalability Comes Great Responsibility
Dana Engebretson covers the contextual pros and cons of a number of architectural patterns given real world scalability constraints.
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Securing Serverless by Breaking in
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.
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Managing Data in Microservices
Randy Shoup discusses managing data in microservices and shares proven patterns and practical advice that has been successful at Google, eBay, and Stitch Fix.
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Serverless & GraphQL
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.
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Microservices: Patterns and Practices Panel
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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Istio - Weaving the Service Mesh
Louis Ryan discusses Istio, a tool which provides a common networking, security, telemetry and policy substrate for service meshes which help transitioning to microservices.
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Polyglot Persistence Powering Microservices
Roopa Tangirala takes a look at Netflix’s common platform used to manage, maintain, and scale persistence infrastructures, sharing the benefits, pitfalls, and lessons learned along the way.
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