About
Gunay Soni
Building and evaluating robust machine learning systems, with a focus on uncertainty and interpretability.
I am Gunay Soni, and I use this site to publish technical writing and research-facing engineering work.
My current focus is uncertainty-aware ML systems, especially around language-model confidence signals, semantic entropy, probe-based evaluation, and practical analysis tooling.
Current focus areas
- Building experiments that connect model behavior to measurable reliability signals.
- Improving notebook and visualization pipelines so results are faster to inspect and easier to trust.
- Writing implementation notes that are specific enough to reproduce and extend.
What you will find here
- Blog posts with experiment notes, implementation details, and tradeoffs.
- Coursework as an interactive map of modules and subjects.
- Project-linked writing where code, analysis, and interpretation stay aligned.
If you are working on similar problems, the easiest way to follow along is through the blog RSS feed and linked repositories.