MaxHalford/taxi-demo-rp-mz-rv-rd-st
🚕 Self-contained demo using Redpanda, Materialize, River, Redis, and Streamlit to predict taxi trip durations
This project helps operations managers and data scientists understand and predict taxi trip durations in real-time. It takes live taxi pick-up and drop-off events and outputs continuously updated predictions for trip times, along with a dashboard to monitor prediction performance. Fleet managers and transportation analysts can use this to optimize routing or resource allocation.
No commits in the last 6 months.
Use this if you need a clear demonstration of how to build an online machine learning system that continuously learns and predicts from live data streams.
Not ideal if you're looking for a production-ready solution without modification, as this is a self-contained demonstration for learning purposes.
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Language
Python
License
MIT
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Last pushed
Mar 06, 2023
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