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Tuesday, October 31 • 12:00pm - 12:50pm
[Virtual] PRO Workshop (AI): Build a Serverless ML System in Python in Less than 1 Hour

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Fabio Buso, Hopsworks, VP of Engineering

Only 4 years ago, if you wanted to build a production ML system, you would need tens of engineers to build and maintain a ML platform, such as Michelangelo at Uber. Now, with serverless ML platforms, you can build an operate a ML system in minimal time.

In this tutorial, we will build a serverless ML system from three different Python programs that, when plugged together make up a production ML system.
The programs are
* a feature pipeline that we will schedule to run at an interval using Modal;
* a training pipeline that we run on demand (Colab)
* a batch inference pipeline that produces predictions that we show on a Dashboard (Gradio/HuggingFace)

For this tutorial, you will need experience with programming in Python, a laptop and Internet access.

avatar for Fabio Buso

Fabio Buso

VP of Engineering, Hopsworks
Fabio Buso is VP of Engineering at Hopsworks, leading the Feature Store development team. Fabio holds a master’s degree in Cloud Computing and Services with a focus on data intensive applications

Tuesday October 31, 2023 12:00pm - 12:50pm PDT
VIRTUAL AI DevWorld -- Main Stage https://app.hopin.com/events/api-world-2023-ai-devworld/stages