Machine Learning Operations Specialist

3 tygodni temu

Rzeszów, Subcarpathian, Polska ZEN Pełny etat

We are working on an innovative project 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.

At Zen, we're passionate about creating innovative machine learning solutions that make a real impact. If you're excited about working on cutting-edge AI projects and want to be part of a dynamic team, we'd love to hear from you. Apply now and let's shape the future of neural nets together.

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