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Master's thesis: Adaptation of MLOps for the integration of AI/ML in maintenance

AachenOn-sitePart-time

AI Summary

A part-time master’s thesis role adapting MLOps approaches to integrate AI/ML into maintenance processes, including literature and market research, requirements analysis, and development of customized MLOps pipelines.

About this role

Master's thesis: Adaptation of MLOps for the integration of AI/ML in maintenance

The Service Management department optimizes processes in the operation, maintenance and repair of technical systems. We use modern technologies and innovative concepts to create sustainable added value. MLOps play a decisive role in efficiently implementing data-driven approaches in the context of AI and ML.

Thesis objective: The aim of your thesis is to adapt MLOps approaches specifically to the use case of maintenance. You will develop an approach that enables the effective use of AI/ML in maintenance processes and is supported by MLOps. Based on your results, you will derive recommendations for the implementation of customized MLOps pipelines.

Your tasks:

  • Literature and market research on current trends and technologies in the field of MLOps and their application in maintenance
  • Analysis of specific maintenance requirements for AI/ML models and their operation
  • Development of an adapted MLOps approach that facilitates the integration of AI/ML in maintenance
  • Derivation of recommendations for action and creation of practice-oriented documentation

Qualifications

Your profile: 

  • You are studying industrial engineering, mechanical engineering, computer science or similar
  • You have very good written and spoken English skills
  • You are characterized by an independent and committed as well as careful and goal-oriented way of working
  • You are confident in using the common MS Office programs

Additional Information

Our offer:

  • Insights into the industrial and research business in collaboration with well-known companies and research partners
  • Interesting, challenging and varied tasks in a qualified and dynamic team
  • The opportunity for flexible time management and independent work
  • A modern, collegial and digital working environment
  • Room for creativity and your personal development

Skills

AI/MLCI/CDDockerGitKubernetesMaintenanceMLOpsMS OfficePythonSQL

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