PhD position: Machine Learning
il y a 1 semaine
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SiemensDigital Industries (DI) is an innovation leader in automation anddigitalization. Closely, collaborating with partners and customers, we careabout the digital transformation in the process and discrete industries. Withour Digital Enterprise portfolio, we provide and encourage companies of allsizes with an end-to-end set of products, solutions, and services to integrateand digitalize the entire value chain. Meaningful optimization for the specificneeds of each industry, our outstanding portfolio supports customers to achievegreater efficiency and flexibility. We are constantly adding innovations to itsportfolio to integrate groundbreaking future technologies. We have our globalheadquarters in Nuremberg, Germany, and have around 75,000 employeesinternationally.
Weoffer a role with responsibility, independence, and the possibility tocontribute proactive. We foster a teamwork culture with room for individual development.
About the role /Segment
Strategy& Innovation group of Siemens Industry Software NV in Leuven, Belgium islooking for a PhD candidate to join a three-year research training within theEU-funded MCSA doctoral network IN-DEEP. You will be hosted at Siemens in Leuvenand be enrolled in the PhD program at KU Leuven.
Asa doctoral candidate within the IN-DEEP project you will be at the forefront ofdeveloping new hybrid machine learning (ML) accelerated solvers.
Afast-expanding area of research is the application of ML techniques to predictphysical phenomena (fluid flow, solid deformation, etc.). In this domain, oneof the most promising approaches is to not try to replace completelytraditional numerical methods with ML algorithm but instead use those toenhance part of the solver when it is relevant.
Inthat vein, your work will be focused on designing novel hybrid algorithmscombining classical numerical methods with deep learning approaches aimed ataccelerating the solver and/or increasing accuracy, as well as coming up withtraining strategies for those algorithms.
Internationalmobility
Asa PhD candidate, you will be employed for 36 months by Siemens in Leuven,Belgium. During this period, you will also undertake placements at AGH, Polandand at BCAM, Spain.
Requirements
SpecificEligibility Criteria on the Horizon Europe Marie Skłodowska-Curie (MSCA)program apply, including the mobility rule and PhD rules. In particular youmust not have resided or carried out your main activity (work, studies, etc...)in Belgium for more than 12 months in the 3 years immediately prior to yourrecruitment under the IN-DEEP project and be — at the date of recruitment — adoctoral candidate (i.e. not already in possession of a doctoral degree).Applicants of any nationality are welcome.
Your qualifications
RequiredQualifications:
• AMaster's degree in Applied Mathematics, Computer Science, MechanicalEngineering, Electrical Engineering, or a related field.
• Strongbackground in numerical methods, modelling, and simulation.
• Experiencewith programming languages such as Python, C++or MATLAB
• Excellentanalytical and problem-solving skills.
• Abilityto work independently as well as in a team.
• Goodcommunication and interpersonal skills.
• Strongmotivation to conduct research and publish results in high-quality scientificjournals.
• Fluencyin English (both written and spoken).
PreferredQualifications:
• Experiencewith Machine Learning
• Familiaritywith Deep learning framework such as Pytorch/Tensorflow/Jax/...
• Publicationsin relevant scientific journals or conferences.
Offer
TheDC will be hosted in the Research Department of SISW in Leuven, Belgium, andregistered as a doctoral candidate in KU Leuven. The successfulcandidate will benefit from an innovation-driven industrial environment.Personalized career development plans will be established to support the needsof the PhD candidate.
TheDC will receive an attractive salary in accordance with the MSCA regulations.The financial package will include: 1) Living allowance yearly gross budget:40.800€/year (country correction coefficient applies) (Includes salary,employers' cost and different benefits), 2) Mobility allowance of €600, 3)Family allowance (€660), if applicable. The exact (net) salary will beconfirmed upon appointment and is dependent on local tax, social and healthinsurance regulations, and the country correction factor.
Start time: beforeand up to September 2024.
Working at SiemensSoftware
Why us?
Workingat Siemens Software means flexibility - Choosing between working at home andthe office at other times is the norm here. We offer phenomenal benefits andrewards, as you'd expect from a world leader in industrial software.
Weare an equal opportunity employer and value diversity at our company. We do notdiscriminate based on race, religion, color, national origin, sex, gender,gender expression, sexual orientation, age, marital status, veteran status, ordisability status.
If you want to make adifference – make it with us
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