Ongeveer 13 uur geleden - Technische Universiteit Eindhoven - Eindhoven
Tenure track Assistant professor Geometric Machine Learning
The Amsterdam Machine Learning Lab (AMLAB) at the Institute for Informatics (IvI) of the Faculty of Sciences (FNWI) has a tenure track position at the …
- Spui, Amsterdam, Noord-Holland
- Tijdelijk contract / Tijdelijke opdracht
- Uren per week:
- 38 uur
- € 3637 - € 5656 per maand
Machine learning, and in particular deep learning has become a driving force behind many recent breakthroughs in artificial intelligence. From speech recognition, image analysis, natural language understanding, machine translation, query and answering systems, protein folding, and even playing GO, deep learning is breaking records. These exciting developments have not gone unnoticed to industry either: Google, Facebook, IBM, Qualcomm, Yahoo, Microsoft, Bosch, Uber and so on all have large teams of researchers working in machine / deep learning. AMLAB, QUVA Lab and Delta Lab at IvI are currently very active research labs in machine / deep learning, totaling around 40 researchers in this area.
Our new tenure tracker is expected to contribute to fundamental research in machine learning, and in particular in geometric methods in machine learning. Geometry is one of the most successful mathematical frameworks used in many of the natural sciences and we see an increasing role in ML as well. Examples include the role of groups in deep learning, such as equivariant convolutional networks, applications of geometry in causality and the role of geometry in unsupervised learning methods, such as generative adversarial networks and variational autoencoders. Applications are expected in e.g. medical imaging, computer vision, self-driving cars, causal inference, supervised and unsupervised learning, transfer learning, and reinforcement learning.
- New machine learning labs at IvI are being planned in collaboration with industrial partners. You are expected to help manage these new deep learning labs and co-supervise the PhD students and postdocs that will land in these labs;
- you are expected to acquire your own independent funding from sources such as NWO/STW (e.g. VIDI), H2020 (e.g. ERC starting grant) and industry;
- in terms of teaching, you will contribute to strengthening the curriculum in machine learning and deep learning of the master AI, the Bachelor AI and related programs such as the bachelor at the AUC and the master Information Systems, which all offer ML courses. The teaching load is around 30%;
- you are expected to contribute to valorization, both in terms of engaging with the media as well as applying the state-of-the-art research tools to applications in society. UvA spinoffs that bring technology to industry and society are highly encouraged;
- finally, we expect you to help with the management of the Informatics Institute.
What do we require of you?
Your research interests should fall within the general area of machine learning with a keen interest in theory and/or geometry. You must hold a doctorate in Computer Science or a related area. A strong track record in research is essential, as demonstrated by independent scientific publications in peer reviewed journals, as well as research interest and expertise in the area of machine learning. You should be able to obtain research funding in a competitive environment. In addition, you must have a proven track record of teaching abilities as well as the ability to supervise BSc, MSc and PhD students. At least two years of postdoc experience is expected but not strictly necessary. International research experience is also preferred.
We offer a temporary appointment with a tenure track agreement for the duration of five years. You will be offered a permanent position after a positive assessment and evaluation.
The type of appointment is negotiable and depends on experience and scientific profile of the selected candidate. The Committee will make an offer pending the vacancy and your experience and track record.
The full-time gross monthly salary of the assistant professor position (UD 2/UD 1) will range from €3,637 to €5,656 (salary scale 11/12), effective 1 February 2019, depending on qualifications and on the number of years of professional experience. The annual salary will be increased by an 8% holiday allowance and 8,3% end-of-year bonus, under the Collective Labour Agreement of Dutch Universities (Cao). A favourable tax agreement, the ‘30% ruling’, may apply to non-Dutch applicants.
Further information about this vacancy may be obtained from:
Prof. Max Welling
T: +31 20 525 8256 / +31 6 52 82 49 13
You may send in your application no later than 15 March 2019 using this link. Please upload the following information in a single PDF file:
- a letter of motivation (1 page maximum);
- a curriculum vitae, including list of publications and taught courses;
- a research statement (2 pages maximum);
- a teaching statement (1 page maximum);
- a list of three references from different institutes.
The single pdf can be uploaded in de field marked CV in the application form.
Please mention the months (not just years) in your CV when referring to your education and work experience.
At this stage of the procedure, please do not send letters of reference or proofs of your academic writing.
Late or incomplete applications will be considered at the committee’s discretion.