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Materials for the Introduction to Spatial Data Science and Machine Learning workshops and UCL's Urban Design B-Pro programme 2022/2023

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Introduction to Spatial Data Science and Machine Learning

Overview

This repository contains materials for the Introduction to Spatial Data Science and Machine Learning workshops and UCL's Urban Design B-Pro programme 2022/2023. The workshops will be taking place via Zoom and aim to provide an introduction to spatial data science and machine learning using Python.

Schedule

01. Spatial Data - 10am to 2pm, 11/11/2022

  • Intro to spatial data: vector and raster formats, geometries, Coordinate Reference Systems
  • Basics of programming for spatial data science
  • Reading, formatting and exporting spatial data utilising Python

02. Visualisation - 10am to 2pm, 18/11/2022

  • Intro to data visualisation: concepts and methods
  • Mapping techniques
  • Python for data visualisation and mapping

Modelling - 10am to 2pm, 25/11/2022 - CANCELLED (UCU STRIKES)

03. Machine Learning - 10am to 2pm, 02/12/2022

  • Intro to machine learning: concepts, methods and ethics
  • Python for machine learning

Workshop Resources

The workshop resources includes data, IPython notebooks and presentation slides.

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Materials for the Introduction to Spatial Data Science and Machine Learning workshops and UCL's Urban Design B-Pro programme 2022/2023

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