About Me
ML engineer bridging research and production systems. I design and validate statistical/ML/deep learning models, build experimentation and evaluation frameworks, and ship low-latency, reliable inference and data pipelines. At Microsoft Azure, I work at the intersection of modeling and distributed services on Resource Central (core control-plane ML), serving all regions and processing 1M+ requests per day.
Redmond, WA
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Microsoft Azure
Redmond, WALeads high-impact ML and infrastructure work spanning capacity optimization, predictive modeling, and production serving. Built a telemetry-driven capacity mitigation system that reduced regional response times from ~1 week to ~4 hours across 50+ regions and ~1M VMs. Leading a cross-functional team on a multi-task DNN for heterogeneous resource-consumption prediction integrated into the Azure control plane with a ≤50ms SLO. Designed a distributed model delivery architecture 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++
PhageFilter
PhageFilter uses a Sequence Bloom Tree (SBT) to filter bacteriophage reads from metagenomic files.
Rust
kmerCatcher
Rust-based tool for k-mer analysis.
Rust
Metscale
Metagenomics analysis workflow.
Snakemake / Python
SeqScreen
Sequence screening pipeline.
Python / Bash / Nextflow
Kvar
Bioinformatics tool.
Bash / Python / R