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Bike route classification using Graph Machine Learning The goal of the project was to develop a graph machine learning model that would predict existence of bike routes in Singapore based on collected geodata. Because the bike routes were represented by graph edges, that was also our classification type. Data Exploration & Research Topic We choose … Read more
Project Focus For our Graph Machine Learning project, wanted to look at the city of Kyoto and Tourism Behavior around Cherry blossom patterns. Specifically, we set out to find out how cherry blossom patterns might affect the behavior and walking paths of tourists within the city. Data Sets We started by collecting our data sets … Read more
Spanning across an expansive natural sanctuary in Pozzuoli, Italy, the site for our study was equally challenging and interesting. The valley-like topography was crowned by a lake in the middle. The programme of imagining a wildlife museum at this site prompted us to think outside the box, to incur minimum impact on the site while … Read more
Abstract Architecture enthusiasts face a dilemma when planning their travel visits. Either they spend a lot of time and effort researching and planning their routes, or they can rely on mainstream websites and blogs that tend to recommend well-known works, ruling out works with the same architectural interest that have received less media coverage. The … Read more
Our project focuses on modeling and predicting habitat fragmentation avoidance mechanisms using graphs. We investigate wildlife corridors in Australia, leveraging graph-based approaches to create coherent passages and connect forest areas. By analyzing satellite images, road data, and other metrics, we construct and evaluate graph models that incorporate forest containment, node characteristics, and connectivity. Our goal … Read more
An Urban AI graft project based in Barcelona. In 2022 across both England and Wales the proportion of people that have some form of disability was a staggering 17.8% or nearly 10.4 million people. Our project is focused on urban mobility and aims to create accessibility for current routing applications have limited use for people … Read more
Problem statement and project objectives How can we create a routing system that orients onto its users environment, utilizing open source data? How do we collect and process data? Our objective is to utilize the existing data and generate any missing data required for each aspect of our analysis. We combine data from different sources … Read more
A new mobility hub for Green square station, Sydney, Australia Climate Canopy is a project about improving the qualities of Green Square station in Sydney, Australia. The Climate Canopy is an open-air timber grid shell creates an urban landmark by framing a new entrance to the station, without interfering with movement and wayfinding. The canopy … Read more
Historical data Peaceful parasites is based in Belfast, Northern Ireland and addresses the urban scars created by the recent troubles. Deep rooted segregation has generated detrimental urban divides and this project aims to solve this problem. Historically, the troubles started in 1969 and subsides to some degree in 1998 with the ¨good friday agreement¨. 2023 … Read more
Concept MoVa is a project for a museum located in the crater of Lago Grande in Pozzuoli, near Naples. The museum has the purpose of raising awareness towards the extinction of species. The project’s inspiration came from a new in 2020 when a blue shark was seen in the port of Pozzuoli. This event is … Read more
