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Thesis Work - Fault Tracing Bot in Electric Drive SW using machine learning i Göteborg

The best place to work in the Global Automotive Industry. Join us on this exciting journey into the future, we want to hear from you!

Om tjänsten

Thesis Worker at Volvo Cars

Welcome to explore the world of Volvo Cars by writing your thesis with us! As a thesis worker in our organization you are supported by a supervisor who follows you during your project. All thesis projects are arranged in business critical areas and therefore you will be able to contribute to our company purpose – providing freedom to move in a safe, sustainable and personal way – from day one! 

 

 

Background

Fault tracing activities connected to SW integration at Electric Drive SW are to a high extent conducted manually, based on experience regarding types of faults and data to address. However, since the data is already available, in terms of build logs, Jenkins logs, etc, it should be possible to create a fault tracing Bot by the use of machine learning, which can automatically characterize common faults and suggest solutions.

 

Scope

  • Analyze and prepare the data for annotation. Develop a strategy for annotation of the data and ensure that the data is ready to train a model.
  • Select which features to use as model inputs.
  • Implement and train a categorial regression model to identify certain faults in software integration.
  • Evaluate the performance of the model and analyse the limitations of the model implementation.   

In this thesis, you are expected to identify the data sets needed in order to start teaching

 

Do you fit the profile

We look for you who are in a Master of Science program within the field of Electrical, Electronics, Controls Theory, Signals & Systems, Computer or Data Science. You should have knowledge in Machine Learning and SW development. The work will be done partly on site in Torslanda, Gothenburg.

 

Duration

  • The work will start in January 2022
  • The duration for this thesis work is 20 weeks.
  • 30 ECTS (academic credits) if in agreement with your Thesis Advisor in University
  • This thesis is to be conducted by 2 Students working in pair.

 

How to learn more and apply
Selection will be ongoing during the application period, so do not hesitate to send in your application. Attach your CV and personal letter stating your interests within the given area and your thoughts and credentials.

 

 Apply as soon as possible but no later than  2021-10-31

 Please note that applications via email will not be accepted.

 

If you have any additional questions regarding the thesis work, you are welcome to contact:

Manager, Anna Dahl at

Supervisor, Mathews Peter at

 

Who are we?

Everything we do starts with people. Our purpose is to provide freedom to move, in a personal, sustainable and safe way. We are committed to simplifying our customers’ lives by offering better technology solutions that improve their impact on the world and bringing the most advanced mobility innovations to protect them, their loved ones and the people around them. 


Volvo Cars’ continued success is the result of a collaborative, diverse, and inclusive working environment. The people of Volvo Cars are committed to making a difference in our world. Today, we are one of the most well-known and respected car brands, with over 40,000 employees across the globe. We believe in bringing out the best in each other and harnessing the true power of people. At Volvo Cars your career is designed around your talents and aspirations so you can reach your full potential. Join us on a journey of a lifetime as we create safety, autonomous driving and electrification technologies of tomorrow.

Publicerad den

28-02-2024

Extra information

Status
Stängd
Ort
Göteborg
Typ av kontrakt
Heltidsjobb (erfaren)
Typ av jobb
IT
Körkort önskas
Nej
Tillgång till bil önskas
Nej
Personligt brev krävs
Nej

Göteborg | IT | Heltidsjobb (erfaren)