Ken and Neeharika by a window in plaid scarves, his arm around her, a grey and white cat standing on his shoulder
Hello

I'm Ken.

A Scottish-born data scientist with a Ph.D. in AI, living in Ann Arbor, Michigan, with my partner Neeharika, a dog, four cats and a small flock of chickens. By day I'm a Senior Data Scientist at Rocket Mortgage. By night I am a visiting fellow at the University of Stirling, and I'm also taking an MA in Organizational Leadership. The rest of the time I read, take photographs, play guitar and build things like this website.

Here for the professional side? See my papers and projects.

Books read
600+
Photographs
500+
Blog posts
72
Words written
174K
Songs played
50K
Citations
185
Home

The household

Brutey, the brindle pup I brought over from Scotland, four cats and a small flock of chickens. Most of my photography ends up being of them.

  • Brutey, a brindle Staffordshire bull terrier, gazing at the camera Brutey
  • Kwee the catKwee
  • Chaos the catChaos
  • Yoyo the catYoyo
  • Nila the catNila
  • The chickensThe flock
The road so far

From Stirling to Ann Arbor

  1. A bird skimming the water of Loch Ard, Scotland

    Where I grew up

    A small town in Scotland, which gave me my directness, my dry sense of humour and a love of hills and the cold.

  2. The loch on the University of Stirling campus under a blue sky

    2009–2013

    BSc (Hons) in Computer Science, on a campus with a loch in the middle and a castle up the road.

  3. A speaker on a video call projected above a conference audience in Trento, Italy

    2013–2015, Erskine

    Hewlett Packard Enterprise Services, in a small town just outside Glasgow. A mistaken email sent me to Trento to photograph a conference, and being unhappy at work turned a Ph.D. from "one day" into a plan.

  4. A circle of sparks from spun steel wool around a figure at night, Stirling

    2015–2019, Stirling

    Metaheuristics for real-world employee rostering: teaching computers to build workable shift patterns. Stirling will always be a home.

  5. Lightning over a lit street in East Lansing at night

    Michigan State University, East Lansing

    A postdoc applying AI to genomics, satellite imagery, evolution and video games. I had never driven an automatic, or on the right.

  6. Pink redbud blossom on a branch in spring, Ann Arbor

    Ann Arbor

    Data scientist at the University of Michigan, right at the start of the generative AI boom.

  7. Ann Arbor, and home

    Senior Data Scientist at Rocket Mortgage, working on a master's in Organizational Leadership on the side. Michigan has been home long enough to feel like it.

This week

Now

From the weekly refresh of 28 September 2026.

Reading
A Boy and His Dog by Harlan Ellison, and Vicious by V.E. Schwab
Listening
Is This It by The Strokes, my most played album of the last three months
Writing
Sleep Science, the first part of Wellness From the Science
Learning
A master's in Organizational Leadership, and Tamil, at a rate of roughly one word a month

Of things some are in our power, and others are not.

Epictetus, Enchiridion, translated by George Long
What I try to live by

Mind what's mine, then look outward

I'm a Stoic in the everyday sense more than the marble-bust one. Epictetus is a favourite: a man born into slavery who worked out the one thing nobody could take from him, his own judgement and what he chose to do next. Most of what happens to me is out of my hands. My effort, my attention and how I treat people are not.

If you read one thing on it, make it The Enchiridion by Epictetus.

  1. What's in my control

    My effort, my judgements and what I do next. I try to spend my energy there and let the rest go, which is much easier to write than to do.

  2. Spending it on other people

    Not fighting what I can't change leaves room for the people in front of me. I would rather assume someone is having a hard day than that they are a bad person, and ask what would help.

  3. In the work

    It's why this site is built accessibility first, why I write about how we use AI rather than whether it is good or bad, and why I ask who a system leaves out before who it serves.

Things I've made

Have a poke around

Off the clock

Everything else

Reading

I spend a lot of time reading, be it audiobooks or physical. I read awful LitRPG, classic Sci Fi and Fantasy, classics, social justice, and non-fiction, and also practically anything recommended to me.

Reading log → All 600+ books → Quote wall →

Cooking

I'm vegan and I cook with a mix of South Asian and Scottish influence: lots of dals, soups, stews and kale salads. I batch-cook most things, so I can eat well without spending every day in the kitchen. Except when I burn things, then I have to eat it for a week.

Blogging

I write a lot: data science, books, photography, music, moving countries, and whatever else I'm thinking through. Writing is how I find out whether I understand something.

The blog → Newsletter →

Language

I'm learning Tamil. Theoretically. At my current rate of roughly one word per month, the more accurate phrasing is "I want to learn Tamil."

Writing fiction

Very passively. I have many ideas written down and a few chapters of different stories. I'm not sure where I want to go with it yet, but I like writing.

Say hello

Ask about a photo, a paper or a book, or tell me my code is wrong. I like hearing from people.

Or read my CV (PDF), see the contact page, or follow along on Bluesky.