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EVENT DETAILS |
Bridging the gap from research & prototypes to production software continues to be a major challenge for most maturing data science teams. In this talk we will discuss & demonstrate how various Data Science workflows & tasks are deployed into production. We are thankful for the sponsorship from Pivotal Labs & Viacom that have allowed this event to happen!
We will center the discussion around three different use cases & workflows - machine learning models & pipelines, ETL/batch processing jobs, & real-time Analytics. We will start by demonstrating how to quickly deploy a simple machine learning model using Flask & Docker & then extend this into a more holistic end-to-end machine learning pipeline with AWS Sagemaker. Next, we will use Apache Airflow & Kubernetes to deploy & monitor an automated batch processing pipeline. Finally, we will demonstrate how to capture, transform & analyze streaming data in real time using AWS Kinesis & AWS Lambda.
For each of these workflows, we will introduce a specific use case & follow with an exploration of the technologies used to deploy these at the production scale. We will discuss the reasons for these choices - ultimately leading to some higher-level takeaways on matching system requirements to product requirements.
All the materials will be available after the talk.
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SPEAKER BIO
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Garret Hoffman is the Director of Data Science at StockTwits. As the Director of Data Science, Garrett captures, creates, & shapes data from countless endpoints to create systems both visible & invisible on the StockTwits platform. There are times when hes implementing new machine learning algorithms to improve the member experience. Other times, he uses StockTwits data to shape future products. Outside of StockTwits, Garrett plays & watches basketball, studies machine learning in graduate school, & keeps up on the latest in artificial intelligence advancements.
You can find him on LinkedIn (www.linkedin.com/in/garrettleehoffman/) & Twitter (@GarrettLeeH).
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AGENDA
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6:30pm - 7:00pm: Networking
7:00pm - 8:30pm: Garrett - Deploying Data Science Apps
8:30pm - 9:00pm: Wrap up / Networking
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ABOUT VIACOM
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Viacom is home to the leading portfolio of global, multi-platform entertainment brands including MTV, BET, ComedyCentral, Nickelodeon, Paramount Pictures (https://www.viacom.com/brands). Through television, film, digital content, live events, merchandise, studio production & more, we connect with billions of people in nearly every country in the world.
Viacom is always hiring! For career opportunities, please visit https://viacomcareers.com.
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INFO
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NYC PyLadies
MISSION: http://www.pyladies.com
CODE OF CONDUCT: http://www.pyladies.com/CodeOfConduct/
NYC WiMLDS
MISSION: http://wimlds.org/
CODE OF CONDUCT: https://github.com/WiMLDS/starter-kit/wiki/Code-of-conduct
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WHAT TO BRING
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- Your laptop
- A government-issued ID for getting into the building
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