Available for talks & workshops
Hi, I'm Saumya — I make ML systems you can trust.
Senior Machine Learning Engineer in Munich, working in MLOps and LLM observability. I love turning fuzzy prototypes into production systems — and telling the story on stage at conferences, workshops, and meetups.
Making the invisible parts of ML visible.
I'm a Senior Machine Learning Engineer at Datamics, where I help teams take MLOps and LLM systems from prototype into production — and make sure they stay observable once they're there.
Before Datamics I was at Verizon. I'm an AWS Solutions Architect and an Informatics graduate of the Technical University of Munich. When I'm not shipping, I'm usually writing or speaking about making ML systems easier to trust.
You Can't Improve What You Can't See: Making LLMs Transparent & Accountable
Large language models fail in quiet, expensive ways. This talk makes the case that observability and rigorous evaluation aren't add-ons but the foundation of trustworthy LLM systems — how to instrument, trace, and hold generative models accountable so teams can actually improve what they ship.
- Event
- ML Conference
- When
- November 27, 2025
- Topics
- LLMs, Observability, Evaluation, Trustworthy AI
What I spend my days on.
- 01
LLM Observability & Evaluation
Building tooling to monitor, measure, and audit LLM behavior in production, so teams can trust what they ship.
- 02
MLOps Pipeline Integration
Helping teams fold MLOps practices into existing production pipelines — from data versioning to deployment and monitoring.
- 03
Data Workflow Tooling
Hands-on work with tools like Voxel51 and Label Studio to streamline how teams label, review, and manage ML data.
What people say after.
Feedback from organizers and audiences. (Adding more real quotes soon.)
One of those rare talks that made a genuinely hard topic feel obvious. I left with things I could apply the next morning.
Add a real nameAttendee, ML Conference · LinkedInClear, energetic, and deeply technical without ever losing the room. Exactly the kind of speaker you want on the main stage.
Add a real nameTrack Chair · Event feedbackSaumya turns MLOps from a buzzword into something you can actually build. Brilliant on stage and even better in the Q&A.
Add a real nameEngineering Lead · LinkedIn
Let's build something worth trusting.
Open to speaking invitations, workshops, and MLOps / LLM engineering conversations.
Book a 25-minute call
Grab a slot — happy to talk MLOps, LLM observability, or speaking.
Schedule on Google Calendar