There are over 3,000 instances of text classified as illegible in the The Metropolitan Museum of Art's digital collections due to a variety of factors — fading, damage, or simply indecipherable handwriting. This interactive website employs a machine learning model trained on a dataset of handwritten letters (EMNIST) to generate predictions. Users apply bounding boxes onto a binary version of the extracted text to discern individual letters, which are then passed to a classifier.
This project was conceived with the following objectives:
Clarifying the connection between the extracted text and the archive to ensure transparency in their association.
Allowing user input to determine an initial parameter for the predictions of each word, thereby contributing to increased variability in the output.
Turning an often disregarded facet of the archive into a resource for navigating the collection.
OVERVIEW
In my previous role at Columbia University’s Graduate School of Architecture, Preservation and Planning (GSAPP), I served as the digital editor of the School's annual showcase of student work, the End of Year Show, from 2020–2023. I sourced, formatted, and edited the featured content and worked closely with the graphic designers and developers to produce this website.
Scroll below for links and design credits.
Site map illustrating the organization of 2,000 unique student works by program and studio sequence across 19 pages.
END OF YEAR SHOW 2023
Graphic Identity: The Rodina
Website design & development: Linked by Air
→ view the digital editionEND OF YEAR SHOW 2022
Graphic Identity: Ayem
Website design & development: Linked by Air
→ view the digital editionEND OF YEAR SHOW 2021
Graphic Identity: Jerome Harris, Natalie Hawkins, & Will Kuria
Website design & development: Linked by Air
→ view the digital editionEND OF YEAR SHOW 2020
Graphic Identity: Estudio Herrera
Website design & development: Linked by Air
Work selection curated by GSAPP Exhibitions
→ view the digital edition
OVERVIEW
In my previous role at Columbia University’s Graduate School of Architecture, Preservation and Planning (GSAPP), I served as the editor of the School's annual publication of student work, Abstract, from 2018–2022. I sourced, formatted, and edited the featured content and working closely with the graphic designers to produce this ~200-400 page snapshot of a single academic year.