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Operationalizing Edge Machine Learning with Apache Spark (Nisha Talagala and Vinay Sridhar)



Nisha Talagala is CTO/VP of Engineering at ParallelM, an early stage startup focused on Production Machine Learning and Deep Learning. Vinay Sridhar is a Senior Engineer at ParallelM where he works on the distributed layer of the MLOps System intended to automate production ML.

In this talk we will demonstrate how we have attacked this problem for a specific use case, edge based anomaly detection. We will show how Spark can be deployed in two types of environments (on edge nodes where the ML predictions can detect anomalies in real time, and on a cloud based cluster where new model coefficients can be computed on a larger collection of available data).

To learn more: https://databricks.com/product/getting-started-guide

About: Databricks provides a unified data analytics platform, powered by Apache Spark™, that accelerates innovation by unifying data science, engineering and business.
Read more here: https://databricks.com/product/unified-data-analytics-platform

Connect with us:
Website: https://databricks.com
Facebook: https://www.facebook.com/databricksinc
Twitter: https://twitter.com/databricks
LinkedIn: https://www.linkedin.com/company/databricks
Instagram: https://www.instagram.com/databricksinc/ Databricks is proud to announce that Gartner has named us a Leader in both the 2021 Magic Quadrant for Cloud Database Management Systems and the 2021 Magic Quadrant for Data Science and Machine Learning Platforms. Download the reports here. https://databricks.com/databricks-named-leader-by-gartner

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