瑞典哥德堡大学软件工程博士后

瑞典哥德堡大学软件工程博士后

哥德堡大学（瑞典文：Göteborgs universitet；拉丁文：Universitas Gothoburgensis；英文：University of Gothenburg）简称GU，成立于1891年，坐落于瑞典王国第二大城市、北欧工业中心哥德堡，是一所综合性研究型大学，中欧商校联盟、Mirai、欧洲大学协会成员。

Postdoc Software Engineering

Göteborg University

Subject area

Software Engineering

Subject area description

Today, AI engineers and traffic safety experts depend on data-driven engineering processes for the development and assessment of advanced driver assistance systems (ADAS) or components of automated driving systems (ADS). However, efficiently understanding existing information and reliably identifying missing values in a dataset are instrumental as AI/ML-enabled approaches are growingly explored even for safety-critical components like perception systems.

Duties

The work in the project consists of 80% research and 20% teaching within the area of software engineering.

In this project, we aim at combining (a) computationally efficient information retrieval based on space-filling curves (SFCs) for dimensionality reduction with (b) approaches for out-of-distribution (OoD) detection and uncertainty quantification to make automotive datasets self- explaining. This would enable users of datasets to not only get numerical scores regarding whether a new data sample has to be considered as OoD, but also what aspects may be missing to make that data sample to be in- distribution in a human understandable way. The research tasks in this project are linked to this objective and consist of reviewing related literature and conducting experiments with dataset(s) and approaches/algorithms in the area of AI/ML and LLMs.

The teaching activities at the department consist of lecturing, supervising exercises, supervising Bachelor's and Master's thesis projects for at most 20% of her/his time.

Qualifications

The eligibility criteria for employing teaching staff are set out in Chapter 4 of the Higher Education Ordinance and in the Appointment Procedure for Teaching Posts at the University of Gothenburg.

To be eligible for appointment as a postdoc, the applicant is required to have a doctoral degree in a relevant area according to the specific position stated in the advertisement, for example Software Engineering, Computer Science, AI/ML or similar, or a foreign degree that is deemed to be equivalent to a doctoral degree. This eligibility requirement must be met before the employment decision is made.

In the first instance, those who have completed their degree no more than three years prior to the end of the application period shall be considered. Those who have completed their degree more than three years prior to the end of the application period may also be considered in the first instance if special grounds exist. Special grounds relate to leave of absence due to illness, parental leave, commissions of trust within union organisations, service within the defence services or other similar circumstances, as well as clinical service or service/assignment relevant to the subject area.

Employment

Type of employment: Fixed-term employment, 24 months, central agreement Extent: 100 % of full time Location: Department of Computer Science and Engineering /Division of Interaction Design and Software Engineering First day of employment: 2025-01-01 or as soon as possible

Selection process

Regulations for the evaluation of qualifications for academic positions are given in Chapter 4, Section 3 – 4 of the Higher Education Ordinance.

The candidate needs to have:

Fundamental knowledge about applied AI/ML,

Fundamental knowledge about MLOps (data engineering (preparation, cleaning, labeling, …), ML training and tuning, deploying and monitoring of ML models,

Experience with planning, conducting, and analyzing research in applied information technology, computer science and software engineering by using, for example, Action Research, Design Science

Furthermore, the following merits are a bonus:

Good programming skills(Python, C++, Go) and experience with Linux,

Experience of working with time-series data, ideally from the automotive domain (vehicle motion, video, lidar, radar)

Experience with space-filling curves,

Published articles in well-renowned conferences and/or journals,

Experience with self-propelled research within the automotive industry,

Teaching experience, and

Being able to read and write in Swedish and English

Contact information for the post

If you have any questions about the project, please contact Christian Berger (christian.berger@gu.se) If you have any questions about the position, please contact Eric Knauss (eric.knauss@cse.gu.se) If you have any questions about the recruitment process, please contact Sanna Staf (sanna.staf@cse.gu.se)

Application

To apply for a position at the University of Gothenburg, you have to create an account in our recruitment system. Submit your application via the University of Gothenburg's recruitment portal by clicking the “Apply” button. It is your responsibility to ensure that the application is complete as per the vacancy notice, and that the University receives it by the final application deadline.

The selection of candidates is made on the basis of the qualifications registered in the application. The application is to be written in English.

Applications must be received by: 2024-08-12

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