Operationalizing Machine Learning - Serving ML Models

A Look At Two Critical Aspects Of Machine Learning

In this webinar, we are joined by O’Reilly author and Lightbend Principal Architect, Boris Lublinsky, as he discusses one of the hottest topics in software engineering today: serving machine learning models.

Typically with machine learning, different groups are responsible for model training and model serving. Data scientists often introduce their own machine-learning tools, causing software engineers to create complementary model-serving frameworks to keep pace. It’s not a very efficient system. In this webinar, Boris demonstrates a more standardized approach to model serving and model scoring, focusing on:

• How to develop an architecture for serving models in real time as part of input stream processing
• How this approach enables data science teams to update models without restarting existing applications
• Different ways to build this model-scoring solution, using several popular stream processing engines and frameworks

Watch The Full Video (~40 Min)

Continue Learning With These Resources

If you'd like to learn more, visit these Lightbend resources to keep up with this emerging competitive advantage:

• Read: Continue learning from Boris by grabbing his recent O'Reilly ebook Serving Machine Learning Models - A Guide to Architecture, Stream Processing Engines, and Frameworks
• Watch: Check out this related webinar "What's The Role Of Machine Learning In Fast Data And Streaming Applications?" by Lightbend Principal Data Scientist Emre Velipasaoglu.
• Learn: Download our Fast Data Platform technical overview to learn more about our easy-on ramp for designing, building, and running streaming and Fast Data applications. 

As always, Lightbend is here to make your streaming, Fast Data, and Machine Learning journey successful. To find out more about our platform subscription, getting-started engagement services, or anything else, feel free to contact us below and schedule a 20-min introduction.

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Author(s)

Oliver White

Chief Storyteller, Lightbend, Inc.

twitter: @eOliverWhite

Oliver has been helping startups and enterprises tell their technology stories since 2007. As Chief Storyteller at Lightbend, Oliver has dedicated much of his time to creating educational content and building community awareness around Reactive system architecture and tooling. Oliver is a co-founder of Virtual JUG, the creator of the ZeroTurnaround (acquired by Perforce) content brand RebelLabs, and, somewhat unexpectedly, the coiner of the phrase “SMACK Stack”.

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