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38:37
AI, ML & Data Engineering Follow 816 Followers

Interpretable Machine Learning Products

Posted by Mike Lee Williams  on  Jun 06, 2018 Posted by Mike Lee Williams Follow 0 Followers  on  Jun 06, 2018

Mike Lee Williams discusses how interpretability can make deep neural networks models easier to understand, and describes LIME, an OS tool that can be used to explore what ML classifiers are doing.

49:17
AI, ML & Data Engineering Follow 816 Followers

Machine Intelligence at Google Scale

Posted by Guillaume LaForge  on  Jun 01, 2018 Posted by Guillaume LaForge Follow 1 Followers  on  Jun 01, 2018

Guillaume LaForge presents pre-trained ML services such as Cloud Vision API and Speech API that works without any training, introducing Cloud AutoML.

49:18
AI, ML & Data Engineering Follow 816 Followers

AI Panel

Posted by Antoine Pichot  on  May 31, 2018 Posted by Antoine Pichot Follow 0 Followers , Guillaume LaForge Follow 1 Followers , Sarah Aerni Follow 0 Followers , Alison Lowndes Follow 0 Followers , Sahil Dua Follow 0 Followers , Philip Winder Follow 0 Followers , Eric Horesnyi Follow 3 Followers  on  May 31, 2018

Panelists attempt to demystify AI and answer questions from the public.

49:01
AI, ML & Data Engineering Follow 816 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.

42:26
AI, ML & Data Engineering Follow 816 Followers

Deep Learning for Science

Posted by Prabhat  on  May 30, 2018 Posted by Prabhat Follow 0 Followers  on  May 30, 2018

Prabhat discusses machine learning's impact on climatology, astronomy, cosmology, neuroscience, genomics, and high-energy physics, and the future of AI in powering scientific discoveries.

38:53
AI, ML & Data Engineering Follow 816 Followers

Liquidity Modeling in Real Estate Using Survival Analysis

Posted by Xinlu Huang  on  May 29, 2018 Posted by Xinlu Huang Follow 0 Followers , David Lundgren Follow 0 Followers  on  May 29, 2018

Xinlu Huang and David Lundgren discuss hazard and survival modeling, metrics, and data censoring, describing how Opendoor uses these models to estimate holding times for homes and mitigate risk.

49:37
Architecture & Design Follow 2024 Followers

Tech in Banking Panel

Posted by Teresa Ng  on  May 27, 2018 Posted by Teresa Ng Follow 0 Followers , Mikhail Kourjanski Follow 1 Followers , Alex Batlin Follow 0 Followers , Rob Harrop Follow 2 Followers , Sam Everington Follow 0 Followers  on  May 27, 2018

The panelists discuss some of the challenges of architecting systems for banking.

49:53
Architecture & Design Follow 2024 Followers

FlexiTime Token: Building dApps with Ethereum

Posted by Alex Batlin  on  May 27, 2018 Posted by Alex Batlin Follow 0 Followers  on  May 27, 2018

Alex Batlin talks about dApp in Ethereum, what it is and how it can help us track pre-bought time as tokens on blockchain.

46:01
Architecture & Design Follow 2024 Followers

Microservices: API Re-Platforming @Expedia

Posted by Mariano Albera  on  May 26, 2018 Posted by Mariano Albera Follow 1 Followers  on  May 26, 2018

Mariano Albera describes how the Expedia Affiliate Network unit underwent a massive replatforming project that moved from an on-prem monolith to a cloud-based microservice architecture.

53:59
Architecture & Design Follow 2024 Followers

Actors or Not: Async Event Architectures

Posted by Yaroslav Tkachenko  on  May 26, 2018 Posted by Yaroslav Tkachenko Follow 0 Followers  on  May 26, 2018

Yaroslav Tkachenko discusses two approaches to an asynchronous event-based architecture: a "classic" style protocol and an actor-based approach, exploring benefits, challenges, and lessons learned.

46:27
Architecture & Design Follow 2024 Followers

Lambda Architectures: a Snapshot, a Stream, & a Bunch of Deltas

Posted by Adrian Trenaman  on  May 26, 2018 2 Posted by Adrian Trenaman Follow 0 Followers  on  May 26, 2018 2

Adrian Trenaman describes how HBC Tech leverages event-sourced architectures that allow core services to reliably share their information with other services asynchronously.

43:38
Architecture & Design Follow 2024 Followers

CRDTs and the Quest for Distributed Consistency

Posted by Martin Kleppmann  on  May 25, 2018 Posted by Martin Kleppmann Follow 10 Followers  on  May 25, 2018

Martin Kleppmann explores how to ensure data consistency in distributed systems, especially in systems that don't have an authoritative leader, and peer-to-peer communication.

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