Thesis (Master): Confidential Edge-Cloud based Semantic Segmentation for Visual Tool Condition Monitoring

Thesis (Master): Confidential Edge-Cloud based Semantic Segmentation for Visual Tool Condition Monitoring

Thesis (Master): Confidential Edge-Cloud based Semantic Segmentation for Visual Tool Condition Monitoring

Thesis (Master): Confidential Edge-Cloud based Semantic Segmentation for Visual Tool Condition Monitoring

Siemens AG

Industrie und Maschinenbau

München

  • Art der Anstellung: Vollzeit
  • Vor Ort
  • Zu den Ersten gehören

Thesis (Master): Confidential Edge-Cloud based Semantic Segmentation for Visual Tool Condition Monitoring

Über diesen Job

Mode of Employment: Limited



Start your career with an exciting thesis! As part of our dynamic team, you will work on pioneering projects and can put your theoretical knowledge directly into practice.

Our R&D department develops technologies for the future of predictive maintenance and smart manufacturing on an industrial scale. In our work, we create technology with purpose. Therefore, we innovate in the field of plant and control technology, process monitoring, and industrial data management.

 

What you'll love about us 

  • Exciting research and development projects that put your theoretical knowledge into practice
  • Individual supervision and support from experienced experts in your field
  • Access to the latest technologies, laboratories, and resources
  • Diverse opportunities to contribute your ideas and actively shape the projects
  • Excellent career opportunities through contact with potential employers
 

You’ll make an impact by

  •  The focus of your thesis will be on designing and implementing a scalable and secure edge-cloud architecture for semantic segmentation of visual data in tool condition monitoring.
  •  You will investigate how sensitive image data from manufacturing processes can be processed locally (on edge devices) and selectively shared with cloud platforms while ensuring confidentiality and performance.
  •  Your work will include the development of a prototype system that integrates semantic segmentation models with edge computing frameworks and secure data pipelines.
  •  You will evaluate different strategies for data anonymization, encryption, and access control to enable trustworthy collaboration between manufacturing units and stakeholders.
  •  The system will be validated using real-world image data from machining processes and benchmarked for latency, accuracy, and security.
  •  A user-friendly interface will be developed to allow operators to control what data is shared, ensuring transparency and compliance with data governance policies.

Your defining qualities

  • Education: You are currently enrolled in a technical or scientific degree such as computer science, electrical engineering, or information systems.
  • Experience & Skills:
    • You have solid programming experience (ideally in Python or JavaScript) and are familiar with machine learning frameworks (e.g., PyTorch, TensorFlow).
    • Knowledge of edge computing, cloud platforms (e.g., Azure, AWS), and container technologies (e.g., Docker, Kubernetes) is highly beneficial.
    • Experience with computer vision, especially semantic segmentation, is a strong plus.
  • Ways of working: You enjoy scientific work and are characterized by a structured and independent way of working.
  • Languages: Very good written and oral English or German skills are required.
 

You are much more than your qualifications, and we believe in the potential of every single candidate. We look forward to getting to know you!

Your individual personality and perspective are important to us. We create a working environment that reflects the diversity of the society and support you in your personal and professional development. Let’s get to know your authentic personality and create a better future together with us. As an equal-opportunity employer we are happy to consider applications from individuals with disabilities.

 

About us

As a leading technology company, Siemens offers you excellent opportunities to write your bachelor's or master's thesis in an innovative and practical environment. Are you nearing the end of your studies and looking for an interesting topic for your bachelor's or master's thesis? Then you are in the right place with us!

 

www.siemens.de/careers – if you would like to find out more about jobs & careers at Siemens.  

FAQ  – if you need further information on the application process.  

If you have more questions please contact: www.siemens.de/fragenzurbewerbung

#sagthesis

 

Unternehmens-Details

company logo

Siemens AG

Industrie und Maschinenbau

10.001 oder mehr Mitarbeitende

München, Deutschland

Bewertung von Mitarbeitenden

Vorteile für Mitarbeitende

Flexible Arbeitszeiten
Home-Office
Kantine
Restaurant-Tickets
Kinderbetreuung
Betriebliche Altersvorsorge
Barrierefreiheit
Gesundheitsmaßnahmen
Betriebsarzt
Training
Parkplatz
Günstige Anbindung
Vorteile für Mitarbeitende
Firmenwagen
Smartphone
Gewinnbeteiligung
Veranstaltungen
Privat das Internet nutzen
Hunde willkommen

Unternehmenskultur

Unternehmenskultur

5764 Mitarbeitende haben abgestimmt: Sie bewerten die Unternehmenskultur bei Siemens AG als modern.Dies stimmt ungefähr mit dem Branchen-Durchschnitt überein.

Mehr Infos anzeigen

Wir benachrichtigen Dich gern über ähnliche Jobs in München:

Ähnliche Jobs

Intern (f/m/d) Agentic AI Software Engineer

München

DE63 NXP Semiconductors Germany GmbH

71.000 €93.500 €

Intern (f/m/d) Agentic AI Software Engineer

München

DE63 NXP Semiconductors Germany GmbH

71.000 €93.500 €

Wissenschaftlicher Mitarbeiter und Doktorand (f/m/d) im Bereich Windkraftprognose mit Hilfe von Machine Learning

München

Technische Universität München

50.000 €60.500 €

Wissenschaftlicher Mitarbeiter und Doktorand (f/m/d) im Bereich Windkraftprognose mit Hilfe von Machine Learning

München

Technische Universität München

50.000 €60.500 €

Doktorat im Bereich Mensch-KI-Kollaboration für Software Engineering (TV-L E13 100%)

München

Technische Universität München

49.500 €69.000 €

Doktorat im Bereich Mensch-KI-Kollaboration für Software Engineering (TV-L E13 100%)

München

Technische Universität München

49.500 €69.000 €

PhD Positions in Data Science

München

Helmholtz-Zentrum München

PhD Positions in Data Science

München

Helmholtz-Zentrum München

ADAS/AI SW Engineer (f/m/d)

München

DE63 NXP Semiconductors Germany GmbH

79.000 €106.000 €

ADAS/AI SW Engineer (f/m/d)

München

DE63 NXP Semiconductors Germany GmbH

79.000 €106.000 €

Ph.D Position on Machine Learning in Biomechanics (m/w/d)

München

Technische Universität München

50.500 €63.500 €

Ph.D Position on Machine Learning in Biomechanics (m/w/d)

München

Technische Universität München

50.500 €63.500 €

Flexikum AI-Driven Intent-Based Networking Automatisierte Netzwerkkonfiguration

München

Deutsche Telekom Technik GmbH

Flexikum AI-Driven Intent-Based Networking Automatisierte Netzwerkkonfiguration

München

Deutsche Telekom Technik GmbH

AI Expert* for Autonomous Driving Safety

München

Valentum Engineering GmbH

58.000 €78.000 €

AI Expert* for Autonomous Driving Safety

München

Valentum Engineering GmbH

58.000 €78.000 €

Data Scientist (m/w/d)

Ottobrunn bei München

ROCKEN

62.500 €78.500 €

Data Scientist (m/w/d)

Ottobrunn bei München

ROCKEN

62.500 €78.500 €