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Capgemini

Global consulting, technology services, outsourcing

MLOps Engineer

Applied Machine LearningUpdated on Nov 14
Full-timeNo salary listed

About the Job

Requirements

  • Strong programming skills in Python and 5 to 14 years of experience in machine learning frameworks.
  • Understanding of machine-learning-specific testing and validation techniques.
  • Expertise in Docker and Kubernetes.
  • Knowledge of data versioning and model versioning techniques.
  • Proficiency with AWS and its machine-learning-specific services, with at least 2 to 3 years of experience.
  • Strong understanding of DevOps practices and tools, including GitLab, Artifactory, and Gitflow.
  • Experience with monitoring and observability tools, including Prometheus, Grafana, and the ELK stack.
  • Knowledge of distributed training techniques.

Responsibilities

  • Design, implement, and maintain end-to-end machine learning pipelines for model training, evaluation, and deployment.
  • Collaborate with data scientists and software engineers to operationalize machine learning models.
  • Work with serving frameworks such as TensorFlow Serving and TorchServe.
  • Develop and maintain CI/CD pipelines for machine learning workflows.
  • Implement monitoring and logging solutions for machine learning models.
  • Optimize machine learning infrastructure for performance, scalability, and cost-efficiency.

About the Company

Capgemini

Global consulting, technology services, outsourcing

Capgemini provides consulting, technology services, and outsourcing to help organizations transform digitally. Its offerings include strategy and transformation consulting, system integration, application development, IT infrastructure management, and managed IT operations. It differentiates itself with a global presence in over 50 countries and a focus on applying AI, cloud, and cybersecurity to real business problems. Its goal is to help clients navigate digital transformation and improve efficiency and innovation through tailored, contract-based or managed services.

Company size
10,001+
Company stage
IPO
Headquarters
Paris, France
Founded
1967

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