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

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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

avatar for Jörg Schad

Jörg Schad

CTO, ArangoDB
Jörg Schad is the CTO at ArangoDB. In a previous life, he has worked on or built machine learning pipelines in healthcare, distributed systems, including early Kubernetes code at Mesosphere, and in-memory databases. He received his Ph.D. for research about distributed databases and... Read More →

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