Titus Nyarko Nde

About

Titus Nyarko Nde

I'm a data scientist with a Ph.D. in Computing from Boise State University. I build machine learning models, work out how far to trust their answers, and write tools that help people write clearly with AI.

How I got here

From my AI work today back to Tamale

  1. 2026 to nowRemote

    AI evaluation and AI skills

    Since March 2026 I've trained and evaluated large language models for Outlier AI and Mercor. I grade model writing against detailed rubrics, write benchmark tasks and correct failed agent runs. That grading taught me which patterns give AI writing away, so I wrote the rules down as titus-humanizer, a skill that rewrites text in plain words and scores what's left. This site is where I publish it and the skills that follow.

  2. 2021 to 2026Boise, Idaho

    A Ph.D. on uncertainty

    My Ph.D. in Computing at Boise State University asked how much we can trust a model's answer in three different systems: the masses of galaxy clusters, the height of dryland vegetation and the albedo of mountain snow. I spent summer 2025 at Lawrence Berkeley National Laboratory on the albedo work. For my last two years I also worked in Research Computing, teaching students and faculty to use the Borah supercomputer.

  3. 2019 to 2021Kigali, Rwanda

    Credit risk and banking

    A Mastercard Foundation scholarship took me to the African Institute for Mathematical Sciences (AIMS) for a master's in mathematical sciences. For my thesis I worked with a microfinance lender in Ghana on credit risk. The lender's credit team adopted the scoring model we built, and the paper on it in Risks has more than 100 citations. I also worked as a data analyst at KCB Bank Rwanda, where I built a churn model and the R and Python tools that the customer service, operations, credit risk and HR teams used.

  4. 2014 to 2018Tamale, Ghana

    Actuarial science

    I studied Actuarial Science at the University for Development Studies and graduated with first-class honors. My undergraduate thesis modeled and forecast rainfall in the Tamale Metropolitan Assembly, and in 2018 I received the Prudential Actuarial Support Scheme award.

What I work on

Uncertainty in machine learning

Bayesian inference, MCMC and ensembles that say how much to trust a prediction. I've applied them to galaxy cluster masses, vegetation height from satellite lasers and 20 m snow albedo maps.

AI writing and evaluation

Rubric grading, benchmark tasks with Python verifiers, and AI skills such as titus-humanizer that make model output clearer and easier to check.

Learn about titus-humanizer

Teaching computing

I co-founded the Center for Computational Research and Education, which runs a six-week online HPC training and research program each year for students and early-career researchers in Africa.

Outside the lab

At Boise State I led the SIAM student chapter as president, served as vice president of the International Students Association, mentored new international students and volunteered at STEM nights for elementary schools and refugee families. In December 2025 the university gave me the Bronco Spirit Award for academic excellence and leadership.

Contact

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