Data & model pipelines
Designing and building reliable paths from raw information to something people can use.
Janine Khuc · Freelance Data & ML Engineer
Make things better.
In ways that last.
I help teams turn complex data and models into tools that are useful, understandable, and built to keep working.
Start a conversationAbout me
I help teams turn complex data and models into systems people can trust and use.
I am Janine Khuc, a freelance data and machine learning engineer based in Amsterdam. I bring a pragmatic, can-do attitude to designing, implementing, and optimising data products and model pipelines — making them useful in the real world and bearable to maintain.
What I can help with
From first sketch
to steady rhythm.
Making systems better
Finding the friction, untangling the complexity, and optimising what is already there.
Teams that can carry on
Working alongside people, sharing context, and building the confidence to own the solution.
A short résumé
Data & ML engineering across civic technology, healthcare, finance, and recommendations.
- Recent
- Lead Data Engineer
City of Amsterdam - Focus
- Data products
ML platforms & enablement - Education
- MSc Behavioural Data Science
University of Amsterdam
How I work
Pragmatic by nature.
Curious by default.
Make it useful
Good data work should help someone make a better decision, build a better product, or spend less time fighting a system.
Keep it understandable
The best solution is one a team can explain, maintain, and improve without needing a translator six months later.
Leave things stronger
I like helping and guiding teams to get things working, and support them to understand why they work the way they do - so solutions remain maintainable and teams can grow independently.
For a wider good
Open to working with NGOs and purpose-driven initiatives.
Small improvements compound. I care about creating the kind of collaborative environment where people learn from each other while solving the smaller and bigger problems in this world.