Hire for AI, data, and decision-focused roles.
I work best where strong analysis needs to become reliable execution. That spans AI research and ML engineering, data science, forecasting, experimentation, and high-concurrency systems where rigorous thinking and production discipline matter.
Roles where I add the most leverage
Why engineering teams hire me
Bridging the gap between speculative academic research and highly defensible, high-throughput enterprise systems.
Research that survives implementation
I translate mathematical proofs, bioinformatic workflows, and bleeding-edge papers into clean benchmarked code with rigid evaluation protocols and reproducible random seeds—never brittle one-off notebooks.
> Deterministic test fixtures over intuition-driven hyperparameter tweaks.
Systems thinking, not model theater
Real world ML fails on I/O bottlenecks and data starvation, not loss function subtleties. I focus heavily on PCIe/NVLink data movement, distributed gradient sync, compute cost per sample, and stringent SLA uptimes.
> An accurate model that fails p99 latency guarantees is dead code.
Multidisciplinary depth
Hands-on execution spanning clinical digital pathology, quantum circuit simulation, weather telemetry, and high-concurrency SaaS. I ramp up on foreign mathematical formulations in hours, not weeks.
> Cross-pollinating HPC methods with bio-representations generates true moat.
Select Quantitative Signals
Pathology whole-slide image patches handled with clinical-grade AUC/F1 metrics and strict color-normalization pipelines.
Ebola RNA-seq SRA runs orchestrated via SLURM job arrays across OSC Ascend supercomputing clusters with fault recovery.
Enterprise organizations delivered across technical leadership, high-concurrency systems, and consulting engagements.
MS Computer Science GPA (Artificial Intelligence Specialization, University of Toledo). Advanced algorithms and ML proofs.
Send a hiring brief
I am actively considering full-time technical leadership and research positions. If your team is building serious compute engines, bio-foundation models, or high-leverage data products, submit an intake packet below.