About Me
ML engineer with roots in computational biology and a focus on bridging research and production systems. I design and validate ML/deep learning models, build experimentation frameworks, and ship low-latency inference pipelines. At Microsoft Azure, I work at the intersection of modeling and distributed services on Resource Central, serving all regions at 1M+ requests per day.
Redmond, WA
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Microsoft Azure
Redmond, WADrove high-impact ML and infrastructure work spanning capacity optimization, predictive modeling, and distributed systems. Designed a telemetry-driven capacity mitigation system that reduced regional response times from ~1 week to ~4 hours across 50+ regions and ~1M VMs — recognized with an org-wide Azure Impact Award. Leading a cross-functional team on a DNN for heterogeneous resource-consumption prediction integrated into the Azure control plane at ≤50ms SLO. Architected a distributed model delivery platform with automated versioning, shadow/canary releases, and rollback guardrails.
Drove platform-wide capacity policy changes with automated validation and CapEx reporting used by finance and senior leadership. Overhauled the production model evaluation framework with thresholding tradeoff analysis and backtesting across cohorts, improving model quality while preserving safety constraints.
Medtronic
Boulder, CODeveloped a real-time LSTM pose estimator from fiber-optic sensor streams for surgical catheter tracking, and shipped the full production Python software stack for an autonomous catheter robot including real-time control, telemetry, and failure-safe behaviors that passed regulatory-readiness review.
Software / Projects
EnrichSeq
A bioinformatics pipeline for phage enrichment analysis.
Python / Nextflow / Bash
PhageBox
Embedded system for bacteriophage research automation.
C/C++
PhageScanner
A reconfigurable machine learning pipeline for labeling ORFs/proteins in bacteriophage genomes and metagenomic data.
Python
PhageFilter
PhageFilter uses a Sequence Bloom Tree (SBT) to filter bacteriophage reads from metagenomic files.
Rust
Metscale
Metagenomics analysis workflow.
Snakemake / Python
SeqScreen
Sequence screening pipeline.
Python / Bash / Nextflow
Kvar
Bioinformatics tool.
Bash / Python / R