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Machine Learning Operations Specialist

1 miesiąc temu

Rzeszów, Subcarpathian, Polska ZEN Pełny etat
Machine Learning Operations Engineer

We are working on an innovative project that aims to bring a unique product to the artificial intelligence landscape. Our team is passionate about creating cutting-edge machine learning solutions that make a real impact. Our platform will enable users and businesses to leverage AI without requiring deep technical knowledge, while also allowing hardware owners to monetize their computing power.

Key Responsibilities:

  • Design, develop, and optimize automated machine learning pipelines for model training, validation, deployment, and monitoring.
  • Develop and manage continuous integration and continuous delivery (CI/CD) pipelines to streamline the deployment of machine learning models.
  • Monitor models in production for accuracy, drift, and performance, and optimize models and infrastructure to ensure reliability.
  • Collaborate with data scientists to understand model requirements, improve data pipelines, and ensure seamless integration from research to production.
  • Ensure the security of machine learning models and comply with regulations in handling sensitive data.
  • Automate repeatable tasks in the machine learning lifecycle to enhance productivity and reduce errors.

Requirements:

  • 3+ years of experience in machine learning operations, DevOps, or a similar role.
  • Strong experience with cloud platforms, especially AWS.
  • Proficient in containerization (Docker, Kubernetes) and microservices architecture.
  • Experience with orchestration tools (e.g., Airflow, Kubeflow).
  • Solid understanding of version control and CI/CD tools (Git, Jenkins).
  • Strong programming skills in Python or another language relevant to machine learning.
  • Familiarity with machine learning frameworks (TensorFlow, PyTorch, scikit-learn).
  • Ability to troubleshoot performance and security issues in machine learning systems.

Bonus Skills:

  • Experience with infrastructure-as-code tools (Terraform, Ansible).
  • Knowledge of big data technologies (e.g., Spark, Hadoop).
  • Familiarity with MLOps tools like Seldon, Tecton, or Fiddler.

We are looking for a talented Machine Learning Operations Engineer to join our team. If you're passionate about working on innovative machine learning solutions, we'd love to hear from you.