APOLLON Hochschule der Gesundheitswirtschaft
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Postdoctoral Researcher in ML for Dynamical Systems Representation, Prediction, and State-estimation
Aalto University
Finland
Aalto University
Finland
Aalto University is where science and art meet technology and business. We shape a sustainable future by making research breakthroughs in and across our disciplines, sparking the game changers of tomorrow and creating novel solutions to major global challenges. Our community is made up of 120 nationalities, 14 000 students, 400 professors and close to 5000 faculty and staff working on our dynamic campus in Espoo, Greater Helsinki, Finland. Diversity is part of who we are, and we actively work to ensure our community’s diversity and inclusiveness. This is why we warmly encourage qualified candidates from all backgrounds to join our community. The Nonlinear Systems and Control group is seeking a talented and ambitious Postdoctoral Researcher to develop machine learning-enabled approaches for predictive modelling and state estimation for fundamental applications within physical sciences. Your role The main research responsibilities involve building cutting edge machine learning techniques for sequential data modelling, including Physics-informed Machine Learning and Koopman Operator-based representation framework, towards building interpretable predictive models for complex multi-physics dynamical systems as well as towards designing observer-based state estimators from output timeseries data measurements. The research also involves development of uncertainty quantification techniques for the learnt models. You will also have opportunities to contribute to open-source computational tools and datasets, teach master-level courses, and advise doctoral students. You will closely collaborate with Prof. Mari Lundström’s group as well as industry partners and leading research institutions within the Nordics and the EU. Additionally, you will have the opportunity to participate in multidisciplinary initiatives within the Aalto House of AI. Your experience You have a recent doctoral degree in electrical engineering, control engineering, computer science, applied mathematics or a related field. Programming proficiency in Python is required, and hands-on experience with ML libraries such as PyTorch is expected. Theoretical understanding and experience with multi-physics modelling of electrochemical processes can be a plus. We value candidates who are collaborative team players, intellectually curious, and open to exploring new research directions. A track record of publications in recognised journals and conferences in the field is expected. We offer The expected starting salary for a postdoctoral researcher is approximately 4100 €/month and salary will increase with responsibilities and performance over time. The fixed term contract is initially for two years. As an employer, Aalto University provides excellent learning and development opportunities as well as occupational healthcare services. Finland has a comprehensive social security system. The primary workplace will be the Otaniemi Campus at Aalto University. Position is available immediately or as agreed. Scientific Environment The Nonlinear Systems and Control group (https://www.aalto.fi/en/department-of-electrical-engineering-and-automation/nonlinear-systems-and-control) in the School of Electrical Engineering at Aalto University explores synergies between nonlinear control theory and machine learning to provide formal guarantees on performance, safety, and robustness of complex systems. We are a part of the Finnish Center for Artificial Intelligence (https://fcai.fi/). Join us! To apply, please share your application with us through our recruitment site ("Apply now!”) latest by 23:59 pm (EET) 19 February 2026. Applications submitted by email will not be accepted. We encourage you to apply early, as applications will be reviewed soon as they are received, and we may invite suitable candidates to interview already during the application period. The position is filled as soon as suitable candidates are identified. All applications must include the following documents in English in a single PDF file: Letter of motivation (max one page). CV including list of publications. Copy of your Master’s and PhD degree certificates (or an estimated graduation date if the PhD degree is not completed) and a transcript of studies (both Master’s and PhD level). Contact details of two referees (and letters of recommendation, if already available). Please note: Aalto University’s employees should apply for the position via our internal HR system Workday (Internal Jobs) by using their existing Workday user account (not via the external webpage for open positions). If you are a student or visitor at Aalto University, please apply with your personal email address (not aalto.fi) via Aalto University open positions. More information If you wish to hear more about the position, please contact Professor Shankar Deka (shankar.deka@aalto.fi). Regarding the application process and practical arrangements, please contact HR Advisor Johanna Haapalainen (hr-elec@aalto.fi). Want to know more about us and your future colleagues? You can watch these videos: This is Aalto University! Aalto University – Towards a better world and Shaping a Sustainable Future. Read more about working at Aalto: https://www.aalto.fi/en/careers-at-aalto Check out our new virtual campus experience: https://virtualtour.aalto.fi About Finland Finland is a great place for living with or without family – it is a safe, politically stable and well-organized Nordic society. Finland is consistently ranked high in quality of life and was listed again as the happiest country in the world: World Happiness Report 2025 For more information about living in Finland: Aalto Careers for International Staff More about Aalto University: Aalto.fi youtube.com/user/aaltouniversity linkedin.com/school/aalto-university/ www.facebook.com/aaltouniversity instagram.com/aaltouniversity To view information about Workday Accessibility, please click here. Please see more of our Open Positions here.
Salary
4100 €/month and salary
Posted
22 Jan 2026
Tenure-Track Associate Professor in the Department of Surgery, School of Clinical Medicine
The University of Hong Kong
Hong Kong
The University of Hong Kong
Hong Kong
Ref.: 534129 Work type: Full-time Department: Department of Surgery, School of Clinical Medicine (21700) Categories: Professoriate Staff Applications are invited for appointment as Tenure-Track Associate Professor in the Department of Surgery, School of Clinical Medicine (Ref.: 534129), to commence as soon as possible, on a three-year fixed-term basis, with the possibility of renewal subject to satisfactory performance and consideration for tenure before the expiry of a second three-year fixed-term contract. Applicants should possess a Ph.D. degree or equivalent in Surgery or related disciplines, with a strong track record in urology research, in particular on genetic epidemiology, genetic functional study, and clinical translational research for prostate cancer and other urological diseases. They should have leadership and evidence of international standing, outstanding achievements in high-quality research as indicated by publication record and external grants, and demonstrated ability to work across disciplines towards new research initiatives that fit with the Department’s research areas. They should also show a strong commitment to undergraduate and postgraduate teaching. The appointee is expected to conduct independent and collaborative scholarly research and attract competitive grants to maintain active research programmes. He/She will take part in teaching undergraduate and postgraduate programmes, and supervise research postgraduate students. He/She is also expected to perform administrative duties. Information about the Department can be obtained at http://www.surgery.hku.hk. A highly competitive salary commensurate with qualifications and experience will be offered, in addition to annual leave and medical benefits. At current rates, salary tax does not exceed 15% of gross income. The appointment will attract a contract-end gratuity and University contribution to a retirement benefits scheme, totalling up to 15% of basic salary. Housing benefits will also be provided as applicable. The University only accepts online application for the above post. Applicants should apply online and upload (a) an executive summary describing the most outstanding accomplishments and qualifications; (b) an up-to-date C.V. and a publication list highlighting the best papers; and (c) a 1-page description of the future career and research plan. Review of applications will start on March 20, 2026 and continue until April 19, 2026, or until the post is filled, whichever is earlier.
Salary
Competitive salary
Posted
22 Jan 2026
Professional Officer (All Levels) (Built Environment with Mechanical Engineering)
Singapore Institute of Technology (SIT)
Singapore
Singapore Institute of Technology (SIT)
Singapore
Job Purpose The Professional Officers Division (POD) houses a centralized pool of academic staff under the Professional Officers scheme. Professional Officers come with specialised and deep technical skills acquired through extensive industry experience. They form the talent pool which brings a much-needed industry perspective to student learning. They facilitate applied learning and applied research in SIT, complementing the academic expertise of the faculty to bring industry practices and applications into the curriculum. Professional Officers leverage on their industry experiences to create authentic learning environments, where discovery and innovation take place. They act as coaches and mentors to students during practical learning activities such as laboratory sessions, Capstone Projects and the Integrated Work Study Programme (IWSP). Professional Officers could also lead or work with faculty on industry innovation projects to provide solutions to the industry. In addition to their role in applied learning and applied research, Professional Officers manage the centralised laboratory facilities and resources in SIT. With Technical Officers, laboratory safety professionals, and administrators in POD, they jointly develop central policies and processes for the safe and seamless operation of laboratories in SIT. Key Responsibilities Design and teach labs & practice modules. Mentor students in Capstone Projects and the Integrated Work Study Programme (IWSP). Lead or co-lead innovation projects with industry. Manage labs and equipment to support academic programmes and applied research. Ensure safety in labs Job Requirements A good degree in Building Services, Mechanical Engineering or a related field. Masters, PhD and/or relevant professional certifications like registered PE/CEng would be advantageous. Deep technical specialist with 10 or more years of working experience with mechanical systems in Building services environments or facility design consultancy would be preferred. Experience in following areas is highly desirable: Both design and management of mechanical building systems. Use of BIM software for design and engineering works and develop BIM models as well as knowledge in using CAD software such as REVIT, AutoDesk and ArchiCAD. Have working knowledge of building services systems such as Heat Ventilation Air Conditioning (HVAC), refrigeration, lift, heat exchangers, micro-climate, simulations, fire-testing and acoustic experiments Have prior working experience in building and facility management Having experience with materials and materials property as well as materials testing, and fire testing is advantageous. Extensive experience and knowledge of industry practices to bring industry perspective to SIT as well as experience with Green Marking and energy management is advantageous. Keen interest in innovation projects, with demonstrated ability in developing solutions to technical problems. Strong supervisory skills and enjoy working closely with students in an educational environment. Demonstrate proficiency to keep abreast of development in the field and pursue professional certification programs. Possess industrial certifications in relevant areas will be an added advantage.
Salary
Competitive
Posted
22 Jan 2026
Senior Network Services Officer
Flinders University
Australia, Bedford Park
Flinders University
Australia, Bedford Park
Position Details Full-Time | Fixed Term Higher Education Officer Level 6 | $92,287 - $98,398 p.a. Location: Bedford Park / Kaurna Country View Position Description About the Role The Senior IDS Network Services Officer key position responsibilities are broken into 4 key areas: Technical management & support, technical vision & roadmap, technical knowledge & excellence and risk, governance & ways of working. Some of the key responsibilities of the position are: The provision of support and assistance with the technical and operational management and support of network services Supporting and assisting with implementing the vision and associated roadmap for network services and infrastructure Assisting (as required) with both formal and informal market scanning and benchmarking activities to be aware of emerging market offerings and trends Identifying, managing, and mitigating risks related to the activities being undertaken by the role in line with Flinders University policies and procedures A more comprehensive list of duties is available from the Position Description About You With an appropriate tertiary qualification in Information Technology or relevant technical area, and / or equivalent relevant experience in an IT environment, you have proven experience in at least one of current routing protocols, network troubleshooting techniques, a multi-vendor/multi-protocol environment, modern switching architectures, structured cabling standards and network security environments, including but not limited to firewalls and VPNs. You can also demonstrate: Sound thinking, planning and analytical skills. General experience in agile ways of working including exposure to scaled agile methodologies and/or collaborating and delivering through a matrix structure. Well-developed interpersonal influence and demonstrated ability to negotiate and communicate effectively with staff and customers across a diverse organisation particularly during the design, management and implementation of customer solutions. Higher education experience is highly advantageous About Information and Digital Services Information and Digital Services (IDS) are a pivotal resource of the University, providing information and digital technology services and support to the Flinders University staff and student community. The IDS team apply technical expertise to support university projects and provide core services such as the IDS Service Desk, Audio visual, simulation and event services, Information security and identity access management services and more. Life at Flinders We're transforming and investing in people and facilities to create contemporary, stimulating, and satisfying learning and work environments that reflect our core values of excellence, innovation, courage, and integrity. Flinders is refocusing its strategic priorities with the aim of elevating its performance to be a top ten Australian university, and amongst the top 1% in the world. Reaching beyond the limits of buildings, borders, and backgrounds, ours is an inclusive culture that believes absolutely in equality and opportunity for all. We don't just accommodate differences; we embrace and celebrate them. So, why work at Flinders? 17% Superannuation + salary packaging options Flexible working arrangements Our commitment to wellbeing through our Thriving@Flinders initiative Wide range of professional development activities and services, including exclusive staff study offers We embrace diversity and promote equity and inclusion for all students and staff, as shown through our three SAGE Cygnet AwardsVibrant campus life and amenities including on campus health care services, gym and childcare centre (Bedford Park, South Australia) Our Commitment to Reconciliation and Indigenous Employment Flinders University is proud to be an organisation that is committed to our Reconciliation Action Plan and Indigenous Workforce Strategy. Our vision is to be a preferred employer for Aboriginal and Torres Strait Islander peoples. We are committed to progressing Indigenous advancement in education, research, employment, and wellbeing, and strongly encourage applications from Aboriginal and Torres Strait Islander peoples for all Flinders vacancies. Please see here for our Reconciliation Action Plan Please see here for our Indigenous Workforce Strategy Prescribed Conditions for Employment A current Nationally Coordinated Criminal History Check which is satisfactory to the University will be required by Flinders University before the successful applicant can commence in this position. A criminal record will not automatically disqualify a candidate from consideration. Each case will be assessed on its individual merits and relevance to the inherent requirements of the role. How to Apply and Information You are required to submit a CV, along with a Suitability Statement of no more than 3 pages, addressing the below Key Position Capabilities of the Position Description: Well-developed thinking, planning and analytical skills. Well-developed self-improvement and growth mindset/approach to the role and as part of a wider team. Well-developed interpersonal influence and demonstrated ability to negotiate and communicate effectively with staff and customers across a diverse organisation particularly during the design, management and implementation of customer solutions. Cisco Certified Network Associate (CCNA) certification or demonstrated experience in configuring or managing a corporate network environment. For more information regarding this position, please contact Leigh Hoppenbrouwers via Leigh.Hoppenbrouwers@flinders.edu.au. Certification National Police Certificate - Australian Federal Police Applications to be submitted before 10.00pm: 04 Feb 2026 At Flinders we embrace and celebrate diversity and encourage applications from Aboriginal and Torres Strait Islander peoples, and people of all ages, ethnicities, abilities, sexual orientations, and gender identities. Flinders. Fearless.
Salary
$92,287 - $98,398 p.a.
Posted
22 Jan 2026
Head of Teaching
Architectural Association School of Architecture
United Kingdom, London
Architectural Association School of Architecture
United Kingdom, London
Salary: Competitive Location: London – Bedford Square Contract Type: Permanent Department: Director’s Office Reports to: School Director Hours of work: Full time (In person) The AA is an independent architectural school and an international cultural institution that serves as a forum for ideas. Being a major Centre for debate, the AA offers an unparalleled public programme of lectures, symposia, and exhibitions, together with accompanying publications. The Architectural Association was founded in 1847, opening as a day school in 1901. The AA is committed to public benefit attained by the learning, teaching, discussion and promotion of architecture. The School is recognised as a worldwide leader in architectural education, with graduates that include many of the world’s leading architects, scholars, critics and educators. The academic and professional programmes of study at undergraduate and postgraduate levels, up to and including doctoral level, are validated by external professional and academic bodies. The AA campus is located in historic 18th century Bedford Square in London with a 350 acre woodland setting in Hooke Park in Dorset. The AA has an annual revenue of £18 million, a student body of 1000 students, 200 faculty, 90 staff, 6,500 members and thousands of visitors that come to engage with the most relevant debates in architecture today. Role Overview: The Head of Teaching is a critical role within the Architectural Association, helping to shape the academic direction of a school that has a uniquely flexible and rapidly evolving curricular focus. The AA may be the oldest school of architecture in the UK, but its independent status has always enabled it to shape the debate. With graduates from over 130 different countries, this is an international and ever-growing conversation with a network of collaborators that include some of the most significant voices in the field. The Head of Teaching is a senior academic role (and member of the Senior Management Team) that oversees the delivery, assessment, staffing and monitoring of the existing academic offering and the development of new courses and programmes. They support and oversee the performance of academic staff in their delivery of the school’s curriculum. They are also responsible for the preparation of materials for regulatory oversight and internal revalidations. The role requires an individual with an active understanding and involvement with the current landscape in UK architectural education, evidence of clarity and rigour in the development of academic frameworks, and excellent communication skills and transparency in their interaction with colleagues. What we offer: We offer a wide range of staff benefits, including up to 40 days’ leave per annum, in addition to Bank Holiday, a defined pension scheme, season ticket loans and access to professional development opportunities. You will also be able to take part and be involved in a creative and unique teaching environment, where the students display their amazing work with various on-site exhibitions, public programmes and lectures. Our Bedford Square campus is based just a 5-minute walk from Tottenham Court Road station, right in the heart of Central London. How to Apply: Please email the below documents to recruitment@aaschool.ac.uk by the closing date of 16th February 2026 stating the job title in the subject heading. AA Application Form Cover Letter / Email highlighting why you feel you are the right person for the role. This should be no more than two-pages Outline your salary expectations. Full CV We reserve the right to close this vacancy early if we receive sufficient applications for the role. Therefore, if you are interested, please submit your application as early as possible. Informal enquires should be addressed to recruitment@aaschool.ac.uk or 02078874110. We are committed to creating an inclusive culture where all members of our community are supported to thrive. Whilst all applicants will be judged on merit alone, we particularly welcome applications from groups currently underrepresented within our working community. Reasonable adjustments are available for interviews and workplaces. Please note that it will not be possible for the AA School to issue a Certificate of Sponsorship for successful candidates. Therefore, the appointed candidate will need to be eligible to work in the UK for the duration of their employment with the AA School, in accordance with the Immigration, Asylum and Nationality Act 2006. Thank you for your interest in the AA and this role.
Salary
Competitive
Posted
22 Jan 2026