Training resources
Our varied training resources, ranging from the introductory to the highly specialised, aim to enhance your skills, understanding and use of smart data.
UBDC How to Guides - YOLOv4 Object Detection Model
In this guide, Data Analyst Maralbek Zeinullin shows you how to install and run customised YOLOv4 Object Detection Model using GPU.
UBDC How to Guides - Multimodal Transport Routing for the UK with R
In this two-part guide, Rafael Verduzco from the Urban Big Data Centre shows you how to analyse transport routing in the UK using travel-time matrices.
UBDC How to Guides - Building a Time Series Chart
In this step-by-step guide, Andy Clarke from the Urban Big Data Centre shows you how to build a time series chart using React, D3 and Material UI.
Short Term Lets - Big Data and Policy
A new licensing scheme for short-term lets came into effect in Scotland on 1 October 2022. Through the scheme, the Scottish Government aims to 'ensure consistent safety standards while reinforcing the positive reputation of Scottish tourism and hospitality'.
Public transport accessibility in Great Britain: An open dataset
Understanding how access to amenities by public transport varies across space is important in a wide variety of urban research, e.g., unemployment risks, property and land valuation, or gentrification issues.
UBDC Employment Data User Group webinar: Adzuna Jobs Listings data
This event, led by Heather Sinclair (UBDC Information Services Officer), focussed on Adzuna job listings data and is relevant for current and prospective users of the Adzuna dataset.
Triangulating Novel Mixed-Method Educational Data to Develop Effective, Evidence-Based Policy
UBDC has employed a spectrum of complementary quantitative and qualitative methods to address educational inequalities to inform the development of more effective policy solutions to the educational attainment gaps at all stages of life-long education.
Practical approaches for web scraping for research
The web offers deep insights into people’s beliefs, opinions, transactions, movements and many other aspects of their lives. For social science academics and data scientists, the UK’s legal environment provides opportunities to capture these data at scale in service of research goals.