Lead MLOps Engineer – Reproducible ML for Game Franchises

EPAM Systems; Argentina; Presencial; ARS 3.000.000 - 6.000.000; Jornada completa

Ventajas ofrecidas por este puesto de trabajo

Healthcare benefits

Global career opportunities

Upskilling and certification

Descripción de la vacante

EPAM Systems seeks a Lead MLOps Engineer to head an MVP engagement with a major AAA game publisher, building a test intelligence platform for two game franchises in parallel. The role emphasizes full model lineage and replayable runs from stored configurations.

The Lead MLOps Engineer will set technical direction for ML and signal components, ensuring production-readiness, reproducibility, and long-term value as models evolve across franchises. Mentorship and cross-team leadership are key.

Formación

• 5+ years in MLOps or ML platform engineering leadership.
• Experience with ML model lifecycle management including versioning and configuration management.
• Experience architecting signal computation pipelines with provenance capture.
• Advanced Python and SQL for ML automation; setting coding standards.

Responsabilidades

• Define MLOps architecture and standards for reproducibility and lineage across franchises.
• Own signal catalogue operations end-to-end and establish provenance across signals.
• Set strategy for vector index versioning and reindex pathways when models update.
• Architect and own back-test, calibration harness and temporal filtering.
• Lead calibration procedures and configuration sweeps; review and approve winning configurations.
• Lead model generation and experimentation strategy across scoring configurations.
• Govern model lineage across configurations for cross-franchise consistency.
• Design and oversee MLOps monitors and data-health telemetry.
• Define exploration cadence with provenance to avoid bias in results.
• Author operator runbooks for signal refresh and calibration campaigns.
• Mentor engineers and represent MLOps in cross-team discussions.

Conocimientos

MLOps

Python

SQL

ML lifecycle

Signal pipelines

Model monitoring

Leadership

English (B2+)

Mentorship

Cross-team collaboration

Herramientas

Snowflake ML

pgvector

Descripción del empleo

EPAM Systems seeks a Lead MLOps Engineer to head an MVP engagement with a major AAA game publisher, building a test intelligence platform for two game franchises in parallel. The role emphasizes full model lineage and replayable runs from stored configurations.

The Lead MLOps Engineer will set technical direction for ML and signal components, ensuring production-readiness, reproducibility, and long-term value as models evolve across franchises. Mentorship and cross-team leadership are key.