back chevron
Back to Events
back chevron
Back to Events

Build a Serverless ML system in Python in less than 1 hour

Build a Serverless ML system in Python in less than 1 hour
No items found.

Build a Serverless ML system in Python in less than 1 hour

calendar icon
October 24, 2023
calendar icon
clock icon
3:00 pm
PT
clock icon
PT
clock icon
Santa Clara

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.

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)

The example shown will be drawn from our course on serverless ML: https://github.com/featurestoreorg/serverless-ml-course

Register here

Register now!

Thank you for registering!
Oops! Something went wrong while submitting the form, please check your details again.

Tags

You might also be interested in: