Work
Case studies from live engagements, not illustrative examples.
Each of the engagements described below is live, named with the client's consent, and operating in production. A new case study is published only once there is something substantive to describe, and once the client has agreed to the particular form of disclosure. The aim is depth over breadth.
In preparation
Further engagements awaiting the client's approval to disclose.
The entries below describe work already in production. Each case study will be published in full once the client has reviewed the proposed disclosure and agreed to its specific form.
-
Rud Pedersen Group
Sentiment intelligence engine
Sentiment extraction and signal classification at scale across a public-affairs consultancy's media and briefing corpus. A case study is in preparation and will be published once the client has approved disclosure.
Data engineeringNLPPublic affairs -
Rud Pedersen Group
Retrieval-augmented knowledge system
A retrieval-augmented generation pipeline over the firm's internal research and briefings library, with hybrid retrieval and reranking tuned to the document mix. A case study is in preparation.
Retrieval-augmented generationAzurePublic affairs -
UCL · Royal Free Hospital
Cell-spheroid segmentation
A U-Net segmentation model for high-throughput cell-spheroid microscopy, delivered as research engineering for a surgical biotechnology group. Validation intersection-over-union of 0.968 and Dice coefficient of 0.983. A case study is in preparation.
Computer visionPyTorchClinical research