#Objective #A Kaggle Competition to MaCT01 students to show their knowledge, designing an end-to-end machine learning project to predict the “Trip Duration” of NYC Taxi trips. #Workflow #First of all a workflow hast do be developed, which represents a classic approach for training machine learning models, analysing the provided training data provided by the submission, … Read more
The aim of the project is to predict trip duration, using 2016 NYC YELLOW CAB TRIP DATA. Structuring the dataset The analysis begins with outlier identification. The passenger_count variable has two outliers: 0 and 9, which compared to the amount of people allowed by the NY Limousine law, is impossible. Also, there were some pickup … Read more
INTRODUCTION Urban planning decisions have a significant impact on the development of cities, and using machine learning can provide decision-makers with valuable insights to make informed decisions. By clustering urban areas based on various factors such as population density, built density, POI density, green cover, and build diversity, we can reveal spatial patterns that can … Read more
Climate change is increasing the frequency and severity of extreme weather events, and cities like Mumbai with a population of over 12 million people, is particularly vulnerable to the impacts of climate change. In fact, studies have shown that Mumbai is one of the cities most at risk from rising sea levels more intense floods, … Read more
Facts Matter: Visualizing the Importance of Evidence-Based Thinking Factfulness, written by Hans Rosling, is an insightful and thought-provoking book that challenges our preconceptions about the world and encourages us to think more critically and objectively about the state of our planet. In this book, Rosling argues that many of the widely held beliefs about the … Read more
Exploring the Fundamentals of Scaling Laws with Geoffrey West’s Scale Geoffrey West’s book, Scale, explores the fundamental principles that govern complex systems in the naturalworld, including organisms, ecosystems, cities, and companies. The book argues that these systems exhibit predictable patterns of behaviour as they grow and scale, which can be explained by a few simple … Read more
PROBLEM A lack of activities and engagement in certain streets can lead to a decrease in their vibrancy and vitality. This can manifest in empty streets, dilapidated buildings, and a dearth of social and cultural events. Over time, these areas may become less desirable places to live or visit, perpetuating the cycle of neglect and … Read more
Do you nip out to get your lunch from your favourite café, or perhaps use the Uber Eats app to get your lunch delivered to your office? In India, lunch is a whole different ball game. It’s people-powered – made at home that morning and delivered straight to you, all absent of any technology in time. … Read more
This is a short visual story about my personal digital space usage patterns and our need to be aware of our digital carbon footprint. Tracking my personal habits has revealed some shocking facts, which led towards reflecting on intangibility of the digital world, hopelessness in perceiving it as a hyper object and an urge to … Read more
a story about Spanish festivals Does it possible to party all year long from festival to festival throughout Spain? The story starts from the New Year holiday at the 1st of January For the better clusterisation we will use administrative division of Spain in autonomous communities (comunidades) and provinces. Each province of Spain has its … Read more
A Visual Story by: According to World Health Organization, 1/5 adolescents engage in some form of substance use. The Question of 100 School Phycologists: How planning could contribute towards the understanding of geographic patterns of substance use in order to distribute human resources all around the country? This visual story, seeks to explore the geographical … Read more
Every single search query, every streamed song or video and every email sent, billions of times over all around the world – it all adds up to an ever-increasing global demand for electricity, and to rising CO2 emissions too. Our increasing reliance on digital tools has an environmental impact that’s becoming increasingly harder to ignore. … Read more
Zack Eisenberg : Advanced Architecture Teachers: Oriol Carrasco, Gabriele Liuda Research Framework
Austin, a Lonely City Context Over the last decade, Austin’s status as a state-of-art technology hub along with its high concentration of venture apital, warm climate and vibrant cultural offerings has set the Texan city as the 2nd faster-growing U.S. city in 2022, only after San Francisco. But paradoxically , urban loneliness reflects as one … Read more
Buildings are an intrinsic part of our lives, where we spend most of our time and unfold as human beings. However, through its different forms, the built environment is responsible for the majority of our energy consumption (around 40 %) and a primary source of greenhouse emissions GHG (around 36 %) (Anderson et al., 2015). … Read more
The data we engage with everyday is growing rapidly, and our digital footprint is increasing! With the cyber-physical convergence and the fast expansion of the Internet, Volume of information created, copied, captured, and consumed worldwide went form 33 zettabytes in 2018 to an expected 175 zettabytes in 2051! That’s close 500% increase in 5 years. … Read more
DIGISCAPES ver 1.0 is a project of IAAC, Institute for Advanced Architecture of Catalonia developed in the Master in Advanced Architecture 02 – by the student: Preetam Prabhakar and Research Thesis Advisor: David Andres Leon during the course MAA02 22/23 Thesis under the Algorithmic Design research thesis cluster.
An analysis of the correlation between population and air quality in the districts of Barcelona. The air quality in urban areas have rapidly declined over the years. In the process of economic development, air pollution has become a significant health hazard. This project analyses the relationship between population density and air quality levels in Barcelona. … Read more
ABSTRACT Urban Rights is a term which has been coined by the philosopher Henri Lefebvre (Lefebvre, 1967) and further explored by David Harvey (Harvey, 2003). It is a concept of a collective right to change the city and shape the process of urbanization. Thus, the right to the city does not merely address what the … Read more
Air pollution- the combination of outdoor and indoor particulate matter, and ozone– causes more than 7 million deaths each year (World Health Organisation) and it is considered to be one of the world’s largest health and environmental problems. The same data shows that 99% of the world population currently live in places with air quality … Read more
Understanding and analysing the existing Healthcare system of Barcelona with the help of open datasets available. This further helps us to understand the robustness, need and requirement to fill the gaps in the system if any with respect to their typologies and location as per districts Step 1: Documenting the distribution of different types of … Read more
Introduction As of 2021, the city of Barcelona has around 3.8 million vehicles (from cars to buses, cars, vans, etc.) circulating on its streets. Despite the efforts of the city council to better balance the motor urban mobility with the pedestrian flow throughout an urbanism model that puts people at the center, street accidents continue … Read more
Introduction This project is a short visual story, trying to portray the opportunities and problematics of poor landscapes. It quickly touches upon a little fragment of precision farming- natural vegetation index (ndvi)- that focuses on plant health estimation remotely, from satellite. Ndvi has become the most commonly used vegetation index in remote sensing, especially with … Read more
This projects aims develop a workflow and representation of large spatial datasets, in this case by comparing the CO2 emissions per country in 2019 to the CO2 emissions during the peak of the covid era in 2020 – taking shutdowns and other global health measures into account. The five biggest contributors to CO2 emissions in … Read more
