October 31 - November 2  - Portland, OR
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Thursday, November 2 • 11:20am - 11:40am
Diving Deep into the API Ocean with Open Source Deep Learning Tools - Paul Cray, APImetrics

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"The world is full of seas of data. Some of these seas are created and exchanged by APIs; some of them are even about APIs. Since 2014, APImetrics has accumulated over 100 GB of data on API test calls made to over 5000 API endpoints by agents deployed in cloud locations on 5 continents.

There's a huge amount of insight trapped at the bottom of that sea of (in our case unlabelled) data. Getting at it would've been nearly impossible before the emergence of powerful open source deep learning libraries in the mid-2010s.

APImetrics will share how we chose a deep learning library and the data munging we did to get our data to work with the library. We will explain how we were able carry out unsupervised and semi-supervised learning and discuss the insights on global API performance and quality we were able to dredge from the bottom of our sea of data. We'll provide pointers on how organizations, from startups like APImetrics to megacorporations, can use deep learning to create oceans of knowledge from their own seas of data."

avatar for Paul Cray

Paul Cray

Head of Machine Learning, APImetrics
Dr Paul Cray is Head of Machine Learning at APImetrics, the provider of the leading API and SLA performance and quality monitoring solution, where he applies advanced deep learning techniques to extract actionable realtime intelligence from API test call results. In a varied career... Read More →

Thursday November 2, 2017 11:20am - 11:40am PDT
Atrium BR