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Data extraction pipeline from Google StreetView API + Streamlit UI to outsource Labelling for MIT EV research

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giorgiodemarchi/StreamlitAppDetroitProject

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Data Labelling Outsourcing for EV Charging Infrastructure feasibility study

Data extraction pipeline from Google StreetView API + Streamlit UI to outsource Labelling for MIT EV research

Main components:

  • Streamlit interface with authentication to allow multiple users to label data at the same time
  • Data extraction pipeline that samples points (from a pre-collected dataset) in the drivable streets of Detroit, MI
  • AWS interfacing: datapoints are organized and stored on S3
  • Active Learning: Uses model output to decide which data to label based on uncertainty

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Data extraction pipeline from Google StreetView API + Streamlit UI to outsource Labelling for MIT EV research

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