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Building Serverless Machine Learning Systems in Python

Building Serverless Machine Learning Systems in Python
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Tallinn University, Tallinn
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September 7, 2023
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2:30 pm
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3:15 pm
EST

Join us at PyCon Estonia!

In this workshop, we will build an end-to-end ML system to predict air quality that includes a feature pipeline to scrape new data and provide historical data (air quality observations and weather forecasts), a training pipeline to produce a model using the air quality observations and features, and a batch inference pipeline that updates a UI for Seattle. The system will be hosted on free serverless services - Modal, Hugging Face Spaces, and Hopsworks. It will be a continually improving ML system that keeps collecting more data, making better predictions, and provides a hindcast with insights into its historical performance.

Agenda will be available soon.

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Building Serverless Machine Learning Systems in Python

calendar icon
September 7, 2023
calendar icon
clock icon
2:30 pm
EST
clock icon
EST
clock icon
Tallinn University, Tallinn

In this workshop, we will build an end-to-end ML system to predict air quality for Seattle.

In this workshop, we will build an end-to-end ML system to predict air quality that includes a feature pipeline to scrape new data and provide historical data (air quality observations and weather forecasts), a training pipeline to produce a model using the air quality observations and features, and a batch inference pipeline that updates a UI for Seattle. The system will be hosted on free serverless services - Modal, Hugging Face Spaces, and Hopsworks. It will be a continually improving ML system that keeps collecting more data, making better predictions, and provides a hindcast with insights into its historical performance.

Agenda will be available soon.

Register here

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