The MaCAD is a unique online programme training a new generation of architects, engineers and designers ready to develop skills into the latest softwares, computational tools, BIM technologies and AI towards innovation for the Architecture, Engineering and Construction (AEC) industry.

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Predict Yelp Ratings based on Urban Data using GML

Hypothesis The goal of this research was to investigate if open spatial data could predict Yelp ratings utilizing graph machine learning (GML) methods. We hypothesize that urban phenomena, events, and objects will indicate customer reviews and popularity, and therefore, could be used predict ratings. In particular, we perform edge classification using the DGL library. For … Read more

LEGO Set: A Generative AI Approach

Abstract The project explores the implementation of machine learning models to generate LEGO building instructions manuals and providing a detailed description of the set. We employee diffusion models along with LLM (Large Language Model) to generate both the images of the Lego set and its description. LoRA (Low-Rank Adaptation) we train a stable diffusion model … Read more

Navigating AI Ethics and Regulation

https://github.com/ronmaccms/llm-chatbot.git Can AI Help Us Regulate Itself? AI is rapidly transforming the world. One critical question is whether AI can help regulate itself. By training a LLM on a comprehensive set of research papers, we can explore AI’s potential to provide insights into its own governance and ethical use. The research investigates how national policies … Read more

Architecture Inspired Furniture

Artificial Inspiration – Dissecting the Creative Process Creativity is often viewed as a uniquely human trait, emerging from the processes of study, interpretation, replication, and mixing variables to create new combinations and results. This project explores whether it is possible to develop a framework based on these principles that AI can reproduce and whether this … Read more

Temperature prediction in Argentina

Insights into the effects of weather data in Argentina, with implications for sustainable land management, deforestation and conservation policies, agriculture, industry and economies. Climate change, in particular the decrease in precipitation, is predicted to have significant effects on the living conditions in Argentina, affecting agricultural production, sea level rise, hydroelectric energy. The dataset composition consists … Read more

Metro Station Prediction in Stockholm

This post describes the development of a method to predict metro station locations using Graph Neural Networks (GNNs). Our journey began with a challenge familiar to urban planners: how to strategically place new metro stations to optimize transportation networks. In this case the city of Stockholm was used as testbed. The Challenge of Data Imbalance: … Read more

Planetary Intelligence Manifesto

AI in the Anthropocene The architectural profession is currently at a critical juncture, faced with the dual challenges of advancing artificial intelligence (AI) and the escalating climate crisis. Many architects harbour fears of obsolescence as AI’s capabilities expand, potentially automating tasks that traditionally require human expertise. This concern is not unfounded, as AI-driven tools increasingly … Read more

Merging with the nature

Concept For the final exercise in complex forming we were asked to developed a museum for wildlife by using one of the concepts introduced during the 1st term. We choose to work with VOXELISATON. Methodological Approach to Design and Form-Finding Our project commenced with a systematic approach, encompassing several critical stages: Pseudo Code – Structural … Read more

SolarAlign

Embarking on a journey through the dynamic realm of computational design, we’ve delved into the exciting world of interactive web application development. Along the way, we’ve not only grasped the tools and processes but also unraveled the core concepts driving innovation in this space. From harnessing the power of data and geometry on the web … Read more

Subterranean Eden: Martian Harvest Halls

“An innovative way for agriculture on Mars, pushing boundaries of space exploration ensuring future interplanetary habitation.” Mars—the Red Planet—is getting closer. According to the experts, human settlements on Mars might be visible in ten years, allowing for more space exploration. Keeping that in mind, this semester’s goal is to create a 300-person Mars colony. The … Read more

MarSensate: Collaborative Workflows

Introduction Marsensate is a project based on our Studio course where we explore designing on Mars in order to habit a Marsian colony. The primary goal of our colony was based around Sprituality, to provide a more human environment that appeal to everyone, regardless of their beliefs, genders, preferences, and we focused on the aspect … Read more

Martian Aggreculture

The Martian Aggreculture project envisions a food production facility for the first colony on Mars. Our combinatorial modelling approach is data driven – flowing from the demands of the program and the realities of building on Mars into our aggregated architecture to provide a decentralized and resilient food production facility. Colonization at the Aggreculture site … Read more

Alfafa Colony: BIM & Smart Construction

Project Concept Establishing a Martian food colony around a Mohole, designed based on growth morphology of alfalfa for efficient organization and development using L-systems. These terminologies are further explained below. Moholes Moholes on Mars are massive cylindrical excavations in the regolith, reaching up to 1 km in diameter and 7 km in depth. With temperatures … Read more