Focuses on applications of machine learning (ML) for creative design generation and data-informed design exploration, with an emphasis on visual and 3-D generative systems. Explores how recent advances in artificial intelligence, and specifically machine learning, can offer humans more natural, performance-driven design processes. Covers a wide range of machine learning algorithms and their applications to design, with topics including neural networks, generative adversarial networks, variational autoencoders, dimensionality reduction, geometric deep learning, and other ML techniques. Includes an open-ended, applied research or design project demonstrating an original, creative use of machine learning for design, architecture, engineering, or art. 

UG: 4.440, 1.056; Grad: 4.462

Introduces the design and behavior of large-scale structures and structural materials. Emphasizes the development of structural form and the principles of structural design. Presents design methods for timber, masonry, concrete and steel applied to long-span roof systems, bridges, and high-rise buildings. Includes environmental assessment of structural systems and materials. In laboratory sessions, students solve structural problems by building and testing simple models. 

Graduate and undergraduate students have separate lab sections.

GIR LAB (4.440)

Students select thesis topic, define method of approach, and prepare thesis proposal for SMArchS degree. Faculty supervision on an individual or group basis. Intended for SMArchS program students prior to registration for 4.THG.

Introduces critical theories and contemporary practices in the field of urbanism that challenge its paradigms and advance its future. Includes theoretical linkages between ideas about the cultures of urbanization, social and political processes of development, environmental tradeoffs of city making, and the potential of design disciplines to intervene to change the future of built forms. Events and lecture series co-organized by faculty and doctoral students further engage and inform research.

This edition of the class will be structured around four key debates: 1) the city and the urban, 2) spatial forms of the political, 3) world systems and urban economies, and 4) environmentalism. We will analyze these topics both cross-historically and cross-geographically, consistently moving between historical and contemporary urban formations.

The class will explore these four questions by examining the various artifacts and mechanisms that make up the urban environment (infrastructures, buildings, plans) and the spatial structures they generate. Throughout, we will consider cities as part of broader processes of territorial structuring, investigating how cities depend on these processes for their functioning while also contributing to their shaping.

The class debates will be complemented by an individual, semester-long design-research project, which will be discussed through presentations and dedicated workshops.
 

Spatializes large technological systems of energy, analyzes existing and speculative energy visions, and imagines energy futures in relation to concerns of ecology, politics, and aesthetics. Identifies different scales of thinking about the territory of energy from that of environmental systems, to cities, regions, and global landscapes. Readings and students' research projects draw on critical geography, history of technology, environmental history to synthesize energy attributes within the design disciplines.

Preparatory research development leading to a well-conceived proposition for the MArch design thesis. Students formulate a cohesive thesis argument and critical project using supportive research and case studies through a variety of representational media, critical traditions, and architectural/artistic conventions. Group study in seminar and studio format, with periodic reviews supplemented by conference with faculty and a designated committee member for each individual thesis.

When designing for the child, architects must attempt to put themselves in the mind of their younger selves with invention, imagination, investigation, and exploration serving as primary drivers. The classroom becomes an experiential space where children are encouraged to discover and understand their relationship to the world around them. The focus of this intensive studio is the design of educational spaces for children culminating in a public K-2 dual-language primary school in Boston.

Students will delve deep into the pedagogy and process of dual-language learning through architectural form, daylight, and environment. Dual-language schools are grounded in an approach to teaching young children their home language as well as English, in parallel. In addition, they provide essential resources, serving as de-facto community centers to families within immigrant communities. This is especially important today, as populations of refugees and migrants seek asylum in cities like Boston.  

As practicing architects, we synthesize detailed information and multiple ideas in the design of buildings. The studio will promote programmatic and formal invention through an iterative design process that is grounded in deep engagement with how people use and experience architecture. How do we create architecture that bridges the relationship between the child and their community?

Builds on Core I skills and expands the constraints of the architectural problem to include issues of urban site logistics, cultural and programmatic material (inhabitation and human factors), and long span structures. Two related projects introduce a range of disciplinary issues, such as working with precedents, site, sectional and spatial proposition of the building, and the performance of the outer envelope. Emphasizes the clarity of intentions and the development of appropriate architectural and representational solutions.

Fosters a holistic understanding of the architectural-building cycle, enabling students to build upon the history of design and construction to make informed decisions towards developing innovative building systems. Includes an overview of materials, processing methods, and their formation into building systems across cultures. Looks at developing innovative architectural systems focusing on the building envelope. Seeks to adapt processes from the aerospace and automotive industries to investigate buildings as prefabricated design and engineering assemblies. Synthesizes knowledge in building design and construction systems, environmental and structural design, and geometric and computational approaches.