March 27 to 29 2017, Santa Clara, USA.


Speaker "Chris Fregly" Details

Name :
chris fregly
Company :
Title :
Big Data Architect
Topic :

Continuous Spark ML and Tensorflow AI Model Training and Deployment Across Hybrid Cloud Environments

Abstract :

In this completely demo-based talk, Chris Fregly from PipelineAI will demo the latest 100% open source research in high-scale, fault-tolerant Spark ML and Tensorflow AI Model Training and Serving across a Hybrid AWS, Google, and Azure deployment environment.
All demos will use 100% open source tools including Jupyter Notebook, Docker, Kubernetes, Airflow, Spark, Tensorflow, and NetflixOSS Microservices.  
Chris will focus on continuous ML/AI model deployment, auto-scaling within a cloud environment, and "auto-shifting" between cloud environments for eXtreme High Availability (XHA) and cost-savings.
Everything will originate from a single Jupyter Notebook.  All code is 100% open source and available here:  All Docker images are available here:
This talk will be one of a kind as there nobody else in the world is doing this type of advanced ML/AI deployment strategy.  And we'll do it live on stage!  

Profile :

Author of Effective Spark. Former Netflix Streaming Big Data Platform Engineer


Get latest updates of Global Data Science Conference
sent to your inbox.

Weekly insight from industry insiders.
Plus exclusive content and offers.