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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

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Monday, October 22 • 16:15 - 16:55
Productionizing ML Pipelines with the Portable Format for Analytics - Nick Pentreath, IBM

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The common perception of machine learning is that it starts with data and ends with a model. In real-world production systems, the traditional data science and machine learning workflow of data preparation, feature engineering and model selection, while important, is only one aspect. A critical missing piece is the deployment and management of models, as well as the integration between the model creation and deployment phases.

In this talk I will introduce the Portable Format for Analytics (PFA) for portable, open and standardized deployment of data science pipelines & analytic applications. I will also cover open-source work we have done to support export of Apache Spark ML pipelines to PFA, as well as explore PFA export for other popular ML frameworks (such as scikit-learn). Finally, I will compare and contrast PFA to other available alternatives including PMML, MLeap, ONNX and Apple’s CoreML.

Speakers
NP

Nick Pentreath

Principal Engineer, IBM
Nick Pentreath is a principal engineer in IBM's Center for Open-source Data & AI Technology (CODAIT), where he works on machine learning. Previously, he cofounded Graphflow, a machine learning startup focused on recommendations. He has also worked at Goldman Sachs, Cognitive Match... Read More →


Monday October 22, 2018 16:15 - 16:55
Fintry Auditorium, Level 3

Attendees (67)