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Edinburgh, Scotland, UK
October 21 & October 25 | Co-Located Events, Tutorials, & Workshops
October 22-24 | Conference
Find out more information for Open Source Summit + Embedded Linux Conference & OpenIoT Summit Europe 2018

Please note that you can view and download presentations on the Open Source Summit and Embedded Linux Conference + OpenIoT Summit slides pages. 
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Sunday, October 21 • 13:30 - 17:15
Workshop: Building and Operating an OSS Data Science Platform - Jörg Schad, Mesosphere

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There are many great tutorials for training your deep learning models using TensorFlow, Keras, Spark or one of the many other frameworks. But training is only a small part of the overall deep learning pipeline.

Ever wonder about how to set up a complete end-to-end data science pipeline starting with data storage and preparation, interactive notebooks, distributed training, CI/CD automation, and serving and monitoring the trained models.

In this workshop, we will build an end-to-end OSS data science platform including:
* Data preparation using Apache Spark
* JupyterLab self-service for data scientists
* Data storage using HDFS
* Distributed training
* Automation & CI/CD using Jenkins
* Resource sharing (including GPUs) between multiple user/jobs
* Model and metadata storage
* Model serving and monitoring

Speakers
avatar for Jörg Schad

Jörg Schad

Technical Lead Community, Mesosphere
Jörg is the technical lead for community projects at Mesosphere in San Francisco. In his previous life, he implemented distributed and in-memory databases and conducted research in the Hadoop and Cloud area during his Ph.D. His speaking experience includes various Meetups, international... Read More →


Sunday October 21, 2018 13:30 - 17:15
Moorfoot, Level 0

Attendees (27)