prajplays
CV

Lab

Projects, prototypes, and ideas in various stages of becoming real.

Not every interesting question becomes a paper. Some become tools, experiments, interactive demonstrations, or things I build simply to see whether an idea works. The Lab is where I explore those ideas through code and curiosity. For peer-reviewed and ongoing scientific work, see Research.

Lab status:logs kya kahenge?

Idea mixer[ideating]

A project about chess, using a subway map, and it argues back.

Already built: Subway Chess

Tap a reel to lock it. Most of these are terrible. Two of them became real.

Independent experiments

Public applications and interactive prototypes. Some need a free account, and a few spend coins so the routing and model costs stay sane.

Loading the list of experiments.

$ spinning up the lab equipment…

The lab never sleeps. Well, it does. But you get the idea.

Applied machine learning

  • Content Intelligence: multimodal advertising analysis

    Professional work at Adobe, 2024 to present

    I work on machine learning systems for understanding and optimizing multimodal advertising content. This involves analyzing visual and semantic features of advertising creatives, relating them to campaign performance, and building systems that produce interpretable recommendations.

    The system combines multimodal feature extraction, statistical analysis with cohort-based evaluation and corrections for multiple comparisons, and agent-assisted workflows. Details are kept high-level here because the work is proprietary.