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I create trustworthy intelligent systems for personalized medicine. I'm a Computational Biology PhD student at CMU advised by Dr. Eric Xing.

Current Interests

High resolution medical imaging and sequencing have revealed unexpected differences among cohorts of patients with identical diseases and characteristics. This heterogeneity requires the focus of medicine to shift from populations to patients. I create systems that generate patient-specific models of disease to understand how a patient's molecular profile influences their disease's manifestation, progression, and outcome. Currently, I work with @blengerich on inferring gene regulatory networks under a one-patient-one-sample regime.

Caleb Ellington's Projects

bioscience-python-tutorials icon bioscience-python-tutorials

A series of tutorials to introduce bioscience students to a variety of python-based research applications. UW Bioengineering 2019-2020 honors project

cmu-ml-final icon cmu-ml-final

Graduate Machine Learning Final Project, by Caleb Ellington, Daniel Jeong, and Anush Devadhasan

conplex-screen icon conplex-screen

Adapting protein language models and contrastive learning for highly-accurate drug-target interaction prediction.

contextualized icon contextualized

An SKLearn-style toolbox for estimating and analyzing models, distributions, and functions with context-specific parameters.

daddle icon daddle

A fun Wordle clone made using React, Typescript, and Tailwind, for Dad on Father's Day 2023

datagpt icon datagpt

A wrapper for the prompt-debug-plot workflow of data science with GPT

dj-roomba icon dj-roomba

scripts to experiment with Spotify's API for personal projects

doorcode icon doorcode

A guest-list and digital risk management software for UW events

farkle icon farkle

Farkle strategies to take the fun out of everything

langchain icon langchain

⚡ Building applications with LLMs through composability ⚡

luckysays icon luckysays

Birthday gift for Steve Li, a script that gives you a little wisdom or motivation whenever you need it.

registrationbot icon registrationbot

Script that automatically opens UW registration when classes are available

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