Consulting
Accidentally Awesome Labs
Senior data science, machine learning, and AI engagements — 25+ years of experience, applied to your hardest data problems.
Across the full lifecycle
Engagements cover every stage of a serious data or ML effort — not just the model.
Architecture
Data platforms, pipelines, and ML systems designed to be maintained — not just demoed.
Design
Problem framing, feature strategy, model selection, and evaluation design before code.
Development
Production implementation: pipelines, models, APIs, and the tests that keep them honest.
Testing
Data validation, model QA, backtesting, and failure-mode analysis.
Evaluation
Metrics that match the business decision — offline, online, and everything between.
Deployment
Serving, monitoring, retraining loops, and handover to your team.
Domains
- Data Science
- Machine Learning
- Artificial Intelligence
- Bioinformatics
- Genetics
- Biomarkers
- Drug Repurposing
- Ecommerce
- Finance
- Programmatic Advertising
Ways to work together
Advisory
A senior pair of eyes on your roadmap, architecture, or model — a few hours a month.
Project
A defined outcome with a fixed scope: a model shipped, a pipeline built, a study completed.
Embedded
Hands-on work alongside your team for a season — building capability, not dependency.
Frequently asked questions
What does an engagement look like?
Every engagement starts with a short discovery call to frame the problem. From there we agree on a scope — advisory, a fixed-scope project, or an embedded period — with written deliverables and a timeline.
Do you work with early-stage companies?
Yes. Much of the practice is helping small teams make their first serious data or ML investment count — choosing the boring, correct option over the fashionable one.
Can you help with regulated or scientific domains?
Yes. Bioinformatics, genetics, biomarker discovery, and drug repurposing are core domains, with 25+ years of experience bridging medicine and machine learning.
How do we start?
Email hello@accidentallyaweso.me with a few sentences about your problem. You'll get a reply within a couple of days.
Start a conversation
A few sentences about your problem is all it takes. You'll get a reply within a couple of days.
Prefer to look around first? See the portfolio at accidentallyaweso.me.