Posted:2 days ago| Platform: Foundit logo

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Skills Required

ci/cd

Work Mode

On-site

Job Type

Full Time

Job Description

Key Responsibilities:

Pipeline Development:

  • Design, build, and maintain scalable and reliable MLOps pipelines for automating the machine learning lifecycle.

Model Deployment:

  • Deploy machine learning models into production environments using Docker and Kubernetes for robust containerized infrastructure.

CI/CD Automation:

  • Automate continuous integration and deployment (CI/CD) processes for ML workflows using Jenkins or similar tools.

Monitoring & Troubleshooting:

  • Monitor deployed models and pipelines using observability tools like Prometheus and Grafana; proactively identify and resolve issues.

Collaboration:

  • Work closely with data scientists, software engineers, and DevOps teams to ensure seamless model integration, reproducibility, and performance.

Governance & Best Practices:

  • Ensure adherence to MLOps best practices including model versioning, governance, and auditability.

Infrastructure Optimization:

  • Continuously optimize and scale MLOps infrastructure based on evolving business and technical requirements.

Required Skills & Qualifications:

  • 3+ years of hands-on experience in MLOps or production-level machine learning deployment
  • Strong expertise in

    Kubernetes

    and container orchestration
  • Proficiency in building and deploying with

    Docker

  • Experience setting up and managing

    CI/CD pipelines using Jenkins

  • Familiarity with monitoring tools such as

    Prometheus

    ,

    Grafana

    , or equivalent
  • Solid scripting or coding experience with

    Python

    ,

    Bash

    , or similar languages
  • Exposure to ML lifecycle tools like

    MLflow

    ,

    TFX

    ,

    SageMaker

    , or similar (preferred)
  • Strong communication and teamwork skills, with the ability to work across functional teams

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