Postdoctoral Researchers in the area of Personalized Online Machine Learning for Wireless Networks

Organisation/Company

Aalto University

Research Field

Mathematics » Applied mathematics
Engineering » Electrical engineering
Computer science » Other
Engineering » Other
Technology » Telecommunications technology

Researcher Profile

Recognised Researcher (R2)

Country

Finland

Application Deadline

27 Aug 2023 - 20:59 (UTC)

Type of Contract

Temporary

Job Status

Full-time

Hours Per Week

38

Is the job funded through the EU Research Framework Programme?

Not funded by an EU programme

Is the Job related to staff position within a Research Infrastructure?

No

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 13 000 students, 400 professors and close to 4 500 other 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 Department of Information and Communications Engineering is looking for outstanding

Postdoctoral Researchers in the area of Personalized Online Machine Learning for Wireless Networks

Are you an ambitious and talented researcher seeking to push the boundaries of machine learning and wireless communications? Do you want to be part of an innovative team working on cutting-edge projects that have real-world impact? If so, we invite you to apply for our prestigious three-year postdoctoral position at the Department of Information and Communications Engineering (DICE), Aalto University, Helsinki, Finland. The position is tied to the project PLEDGE: Personalized Online Learning on the Edge in IoT/CPS, funded by the Research Council of Finland (2023-2027).

The PLEDGE project aims to break new ground in the realm of reliable learning for resource-constrained networks with irregular and unstructured streaming data. In particular, we are focused on developing theories and algorithms for decentralized personalized learning in multi-agent wireless networks, such as the Internet of Things (IoT) and cyber-physical systems (CPS). These networks play a vital role in the digital transformation of industries and societies but face challenges due to varying system dynamics, energy constraints, latency requirements, and data privacy concerns. Our research will pioneer trustworthy graph-based personalized online (federated) learning solutions, safeguarding data privacy and overall performance. We will take a privacy/secure-by-design approach to address adversaries attempting to disrupt learning or extract private information, going beyond traditional security protocols. This exciting project also involves collaboration with world-class institutions, facilitating international knowledge exchange and research excellence.

Your role and goals

We are specifically looking for candidates who possess a deep passion for research and demonstrate the potential to excel in various cutting-edge research areas related to statistical learning for emerging communications systems. These areas encompass meta-learning for heterogeneous systems, networked federated learning, privacy-preserving machine learning, Byzantine-resilient learning, and robust resource-efficient distributed optimization. As a postdoctoral researcher in PLEDGE, you will lead pioneering research at Aalto University's Department of Information and Communications Engineering. Your primary focus will be developing innovative algorithms and theories for reliable learning in resource-constrained networks with irregular and unstructured streaming data. You will be actively involved in creating decentralized personalized learning solutions in multi-agent wireless networks, such as the internet of things (IoT) and cyber-physical systems (CPS). Your work will be instrumental in advancing the digital transformation of industries and societies, contributing to solutions for various real-world challenges.

Your network and team

As a valued team member, you will collaborate closely with Prof. Stefan Werner (IEEE Fellow) and the staff of DICE, who values a collaborative and supportive leadership approach, fostering an environment where creativity and innovation thrive, and engage in cutting-edge research projects focusing on artificial intelligence, trustworthy decentralized inference, and innovative machine-learning techniques specifically tailored for personalized learning on the edge. As an independent and self-motivated researcher, you will be able to collaborate with top-tier experts at Aalto University and engage in fruitful partnerships with international collaborators from esteemed institutions such as NTNU, Cornell, Linköping University, the University of Notre Dame, and Syracuse University.

Your experience and ambitions

We are looking for a highly motivated and skilled researcher with a solid background in signal processing, statistical machine learning, optimization, wireless communications, or applied mathematics. Your expertise should be demonstrated through high-quality research publications, including at least one IEEE Transactions paper. Strong mathematical and programming skills, as well as proficiency in English, are essential. Your collaborative and proactive nature, coupled with excellent communication skills, will be key to successfully contributing to the team. In summary, the ideal candidate has:

• A Ph.D. degree in Information and Communications Engineering, Electrical Engineering, Computer Science, or related fields.
• A strong research background with expertise in one or more of the following areas: signal processing, statistical machine learning, optimization, wireless communications, or applied mathematics.
• Proven track record of academic excellence demonstrated through high-quality research publications, including at least one IEEE Transactions paper.
• Solid programming skills and experience with relevant tools and libraries.
• A collaborative and proactive attitude with excellent communication skills
• Fluency in written and spoken English.

Don't miss out on this exciting opportunity – apply now! The best-qualified candidates will be invited for an interview.

What we offer

The expected starting salary is approximately 3900 €/month, depending on experience and qualifications. The contract includes occupational health care services, and Finland has a comprehensive social security system. As an employer, Aalto University provides excellent learning and development opportunities, and a commuter ticket benefit. Unisport offers versatile sports facilities and exercise services with a staff discount.

Discover exciting possibilities at DICE, the Department of Information and Communication Engineering. Engage in world-class research across various ICT aspects. Collaborate with esteemed scholars, including several IEEE Fellows, and thrive in our dynamic, interdisciplinary environment. As a postdoctoral researcher, gain advanced training, develop essential skills, and present groundbreaking findings at conferences. Elevate your career and make a lasting impact in the realm of ICT. Join us for a rewarding and transformative journey of research excellence.

At Aalto University, we foster an inspiring and purposeful environment, shaping a sustainable future through research-based knowledge, creativity, and an entrepreneurial mindset. Our inclusive culture, guided by the values of responsibility, courage, and collaboration, promotes equality and curiosity, driving innovation and collaboration. As a postdoctoral researcher at Aalto, you'll have a meaningful role, making a true impact on our University's success and society's well-being. We provide comprehensive support and coaching to help you thrive, empowering your growth and continuous learning. You'll have numerous opportunities for professional development, actively participating in training projects aligned with your interests and needs. Our flexible working culture prioritizes work-life balance and overall well-being.

We work in a hybrid way, and the primary workplace is Otaniemi, Espoo. The Otaniemi campus is a thriving and connected community of 100 nationalities, 13,000 students, and 4,500 employees. Life at the transformed campus is vibrant and filled with amazing architecture, calming nature, and a variety of cafes, restaurants, services, and good connections along the recently opened metro line.

Join us!

To apply, please share the following application materials with us through our recruitment site ("Apply now!”):

• Letter of motivation expressing your interest in the postdoctoral position and highlighting your relevant expertise.  
• CV outlining your academic background, research experience, and publications
• A copy of the Ph.D. thesis (or a link)
• Degree certificates and academic transcripts
• Contact details of at least two referees

Join us in shaping the future of personalized online machine learning in wireless networks. Apply now to propel your research career to new heights at Aalto University! Application deadline: August 27, 2023. For further inquiries, please contact Stefan Werner stefan.werner@aalto.fi . In recruitment process relating questions, please contact HR Partner Hanna Koli, hanna.koli(at)aalto.fi. We will go through applications, and we may invite suitable candidates to interview already during the application period. Aalto University reserves the right for justified reasons to leave the position open, to extend the application period, reopen the application process, and to consider candidates who have not submitted applications during the application period.

Please note: Aalto University’s employees and visitors should apply for the position via our internal system Workday à Internal Jobs by using their existing Workday user account. 

Want to know more about us and your future colleagues? You can watch these videos: Aalto University – Towards a better world , Aalto People , 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 just listed again as the happiest country in the world: https://worldhappiness.report/news/its-a-three-peat-finland-keeps-top-spot-as-happiest-country-in-world/ . For more information about living in Finland: https://www.aalto.fi/en/careers-at-aalto/living-in-finland & https://www.aalto.fi/en/services/welcome-to-aalto-university-and-finlan… .

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SUOMEKSI

Aalto-yliopisto hakee informaatio- ja tietoliikennetekniikan laitokselle tutkijatohtoreita ”PLEDGE: Personalized Online Learning on the Edge in IoT/CPS”- projektiin. Tutustu tehtävän tavoitteisiin ja odotuksiimme englanninkielisestä ilmoituksesta yllä. Haethan tehtävää 27.8.2023 mennessä englanniksi Workday rekrytointijärjestelmäämme ”Apply now” linkistä. Jos olet Aallon työntekijä tai vierailija, haethan sisäistä hakukanavaa käyttäen kirjautumalla ensin Workday-järjestelmään (internal jobs).

More about Aalto University:

Aalto.fi
twitter.com/aaltouniversity  
facebook.com/aaltouniversity
instagram.com/aaltouniversity

Research Field

Mathematics

Years of Research Experience

4 - 10

Research Field

Engineering

Years of Research Experience

4 - 10

Research Field

Computer science

Years of Research Experience

4 - 10

Research Field

Engineering

Years of Research Experience

4 - 10

Research Field

Technology

Years of Research Experience

4 - 10

Website for additional job details

https://academicpositions.com

Number of offers available

1

Company/Institute

Aalto University

Country

Finland

City

Helsinki

Postal Code

02150

Street

Lämpömiehenkuja 2

Website

https://academicpositions.com/ad/aalto-university/2023/postdoctoral-researchers…

City

Helsinki

Website

http://www.aalto.fi/en/

Postal Code

02150