Loading…
This event has ended. Visit the official site or create your own event on Sched.
October 23-26, 2017 - Prague, Czech Republic
Click Here For Information & Registration
Back To Schedule
Tuesday, October 24 • 16:55 - 17:35
Using Docker Containers to Serve Deep Learing Predictions at Booking.com - Sahil Dua, Booking.com

Sign up or log in to save this to your schedule, view media, leave feedback and see who's attending!

Feedback form is now closed.
Each day, over 1.2 million room nights are reserved on Booking.com. That gives us access to huge amount of data which we can utilise in order to provide a better experience to our customers.

We understand that while there are a lot of machine learning frameworks and libraries available, putting the models in production at large scale is still a challenge. I’d like to talk about how we took on the challenge of deploying deep learning models in production: how we chose our tools and developed our internal deep learning infrastructure. I’ll cover how we do model training in Docker containers, distributed TensorFlow training in a cluster of containers, automated re-training of models and finally - deployment of models using Kubernetes. I’ll also talk about how we optimise our model prediction infrastructure for latency or throughput depending on the use case.

Speakers
avatar for Sahil Dua

Sahil Dua

Software Developer, Booking.com
Sahil is a software developer at Booking.com. He has been involved in leveraging container infrastructure to help Booking.com’s internal teams in taking advantage of deep learning techniques at scale. An open source software enthusiast, Sahil is a core contributor and community... Read More →



Tuesday October 24, 2017 16:55 - 17:35 CEST
Chez Louis
  ContainerCon Tracks