Lead MLOps Architect: End-to-End ML Platform

EPAM Systems; Colombia; On-site; COP 388,375,000 - 582,562,000; Full time

Benefits offered by this job

Healthcare benefits

Paid time off

Upskilling programs

Global career opportunities

Job summary

EPAM Systems in Colombia seeks a Lead MLOps Engineer to head an MVP engagement with a major AAA game publisher, building a test intelligence platform with two franchises. You will set technical direction for ML and signal components, ensuring production-readiness and replayable configurations from day one.

You will mentor engineers, define standards, and serve as the primary MLOps authority across franchises, driving model lineage, calibration harnesses, and monitoring for scalable, auditable

Qualifications

• 5+ years of experience in MLOps or ML platform engineering.
• Deep expertise in ML model lifecycle management, including versioning and rollback.
• Strong background in architecting signal computation pipelines and provenance capture.
• Advanced calibration methodology and configuration sweep design.
• Expert knowledge of as-of temporal data systems or back-test harness design.
• Advanced skills in Python and SQL for ML pipeline automation.
• Deep competency in model monitoring and drift detection.
• Proven ability to lead cross-functional collaboration with data engineers and AI developers.
• Excellent written and verbal English (B2+).

Responsibilities

• Define the MLOps architecture and strategy for the platform across franchises.
• Own signal catalogue operations end-to-end and provenance standards.
• Set strategy for model lineage and controlled reindexing when gateway models change.
• Architect, deliver, and own the Back-test & Calibration Harness.
• Oversee configuration sweeps and holdout discipline across routes and weights.
• Lead model generation and experimentation strategy for scoring configurations.
• Govern model lineage and cross-franchise auditability.
• Design and oversee MLOps Monitor and Data-Health Monitor.

Skills

MLOps

Python

SQL

Model lifecycle

Versioning

Leadership

Cross-functional

Back-test design

Tools

Snowflake ML

Snowpark

pgvector

Job description

EPAM Systems in Colombia seeks a Lead MLOps Engineer to head an MVP engagement with a major AAA game publisher, building a test intelligence platform with two franchises. You will set technical direction for ML and signal components, ensuring production-readiness and replayable configurations from day one.

You will mentor engineers, define standards, and serve as the primary MLOps authority across franchises, driving model lineage, calibration harnesses, and monitoring for scalable, auditable