DATA SCIENTIST

M. DAVIS

PORTRAIT // SPEC

M. DAVIS

DATA SCIENTIST

SL_03

LINKED PROJECT PREVIEWS

01 ASSIGNED SYSTEMS

PHILOSOPHY

"Data is the foundation of autonomy. High-fidelity predictive modeling transforms complex telemetry into actionable intelligence."

The approach to systems engineering relies on radical reduction—removing layers of abstraction to expose the raw mechanics of the platform. We build for resilience, prioritizing stark efficiency over decorative complexity.

TECHNICAL STACK & IMPACT

AI PIPELINESpsychology

PYTORCH & TENSORFLOW

Trained specialized transformer models optimized for quantization and accelerated local edge deployment.

DATA WAREHOUSINGdatabase

CLICKHOUSE & DUCKDB

Designed columnar analytical engine integrations capable of querying terabyte-scale audit logs in under 100ms.

ORCHESTRATIONschema

AIRFLOW & DAGSTER

Built fault-tolerant ETL DAGs processing daily transactions for enterprise financial partners.

TRAJECTORY

2023 — PRESENT

LEAD DATA SCIENTIST | STACKSMITH LABS

Directing predictive analytics research, generative AI integrations, and model optimization.

2020 — 2023

QUANTITATIVE RESEARCHER | QUANTUM ALGO

Built high-frequency algorithmic execution models and statistical arbitrage systems.