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@BayAreaCloudCity

Cloud City

Exploring Low-Code Approaches to Digital Twins with Traffic Prediction for Smart City Applications

Exploring Low-Code Approaches to Digital Twins with Traffic Prediction for Smart City Applications

A Capstone Project at UC Berkeley: Project Report

Our project aims to enhance urban planning decision-making by introducing a low-code framework that simplifies the creation of data-driven tools. Specifically, we target two critical challenges as proof of concept: developing an application for predicting traffic flow by streaming data transformations in cloud environments, and utilizing a low-code approach to build digital twins. We constructed a machine-learning model and created an intuitive dashboard for data analysis. This endeavor seeks to alleviate traffic bottlenecks and demonstrate the potential of enabling data scientists to develop full-stack applications without data engineering expertise, thereby driving innovation in urban planning.

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  1. gcp gcp Public archive

    Predictive Traffic Analysis with Google Cloud Platforms

    Python

  2. low-code-dsl low-code-dsl Public archive

    Low-code DSL Design for GCP Code

    Python

  3. trainning trainning Public archive

    Training Notebooks for Traffic Models

    Jupyter Notebook

  4. report report Public archive

    Project Report for Degree Requirements

    TeX

Repositories

Showing 5 of 5 repositories
  • trainning Public archive

    Training Notebooks for Traffic Models

    BayAreaCloudCity/trainning’s past year of commit activity
    Jupyter Notebook 0 0 0 0 Updated May 2, 2024
  • gcp Public archive

    Predictive Traffic Analysis with Google Cloud Platforms

    BayAreaCloudCity/gcp’s past year of commit activity
    Python 0 0 0 0 Updated May 2, 2024
  • report Public archive

    Project Report for Degree Requirements

    BayAreaCloudCity/report’s past year of commit activity
    TeX 0 0 0 0 Updated May 2, 2024
  • low-code-dsl Public archive

    Low-code DSL Design for GCP Code

    BayAreaCloudCity/low-code-dsl’s past year of commit activity
    Python 0 0 0 0 Updated May 2, 2024
  • .github Public
    BayAreaCloudCity/.github’s past year of commit activity
    0 0 0 0 Updated May 2, 2024

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