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MLOps Engineer

MLOps Engineer

Acquism SARLPolska
6 days ago
Job description

Position : MLOps Engineer

Type :

Contract (6–12 months, extension possible)

Location : Remote

Seniority : Intermediate

Department :

Machine Learning / AI Engineering

Role Summary

We are seeking an

Intermediate MLOps Engineer

to support the development, deployment, and monitoring of machine learning systems in production.

The ideal candidate has hands-on experience with

CI / CD pipelines

Docker

Kubernetes

MLflow

, and

data pipeline automation

, and enjoys bridging the gap between data science and infrastructure engineering.

You will work alongside data scientists and software engineers to ensure models are

reproducible, scalable, and observable

across cloud and hybrid environments.

Key Responsibilities

Model Deployment & Operations

  • Build, deploy, and maintain

machine learning models

and APIs in production using

Docker

and

Kubernetes

  • Implement scalable
  • CI / CD pipelines

    to automate model testing, packaging, and deployment.

  • Manage
  • MLflow tracking and model registry

    , ensuring version control, experiment logging, and performance monitoring.

  • Collaborate with data scientists to containerize models and transition prototypes into production services.
  • Data Pipeline Development

  • Develop and maintain
  • data ingestion and transformation pipelines

    using Python, Airflow, or similar orchestration tools.

  • Implement
  • ETL / ELT processes

    and automate data quality checks to support model training and inference.

  • Work with large-scale datasets and ensure pipeline reliability, performance, and security.
  • Infrastructure & Cloud Engineering

  • Deploy machine learning workloads in
  • cloud environments

    (AWS, GCP, or Azure).

  • Manage container orchestration with
  • Kubernetes

    and monitor system health using tools like

    Prometheus

    Grafana

    , or

    Datadog

  • Apply
  • infrastructure-as-code

    principles with

    Terraform

    or Helm for repeatable, scalable environment setup.

    Monitoring & Optimization

  • Implement
  • model observability and drift detection

    with MLflow and custom monitoring dashboards.

  • Optimize training and inference workflows for
  • cost, latency, and reliability

  • Contribute to automation of retraining pipelines and continuous evaluation processes.
  • Required Skills & Experience

  • 2–4 years
  • of experience as an

    MLOps Engineer

    Data Engineer

    , or

    ML Engineer

    with production exposure.

  • Strong experience with
  • CI / CD tools

    (GitHub Actions, Jenkins, GitLab CI, or Azure DevOps).

  • Proficiency in
  • Docker

    and

    Kubernetes

    for model packaging and orchestration.

  • Practical experience with
  • MLflow

    for experiment tracking, model management, and deployment.

  • Proficiency in
  • Python

    (Pandas, Pytest, Click, Pydantic, etc.) and familiarity with

    Bash scripting

  • Knowledge of
  • data pipeline orchestration

    (Airflow, Prefect, or similar).

  • Familiarity with
  • cloud services

    (AWS S3, GCP Storage, Azure ML).

  • Understanding of
  • monitoring, logging, and alerting

    frameworks for ML systems.

    Nice-to-Have Skills

  • Exposure to
  • Kubeflow

    Vertex AI

    , or

    AWS SageMaker

  • Experience with
  • feature stores

    vector databases

    , or

    RAG architectures

  • Knowledge of
  • model governance

    testing

    , and

    explainability frameworks

  • Familiarity with
  • FinOps or performance optimization

    practices for ML workloads.

    Education

  • Bachelor's or Master's degree in
  • Computer Science, Data Engineering, or related fields

    , or equivalent industry experience.

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