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PhD - Property Prediction for Embedded (AI) Systems
Location
Renningen
Contract
Full-time
fixed-term
| Field of work | Research & Development |
|---|---|
| Join as | Graduate |
| Starting date | According to arrangement |
| Legal entity | Robert Bosch GmbH |
| JobID | REF246245K |
| Job posted | 2025/03/12 |
Task
Recent advances in deep learning (DL) provide high accuracy for various tasks targeting a wide range of applications ranging from Tiny ML that typically run on low power devices up to foundation and large language models running on cloud-based systems. One core discipline in the development process lies the modeling and performance estimation of the target system. With this work we want to push the boundaries of the current state of the art to adapt to the increasingly rapid development cycles with new approaches to faster predict and evaluate the performance behavior of future systems.
- In this PhD project, you will investigate how to extract different hardware characteristics and the possible ways to model them at different levels of abstractions, efficiency, as well as accuracy.
- You will inspect how to use these characteristics to predict performance for different workloads on a target hardware platform and across platforms.
- As a part of our team, you will explore different novel machine learning based methods including their applicability and efficiency compared to the conventional modeling methods.
- Furthermore, you will discover different machine learning compilers and their usage as part of the modeling workflow and the related optimizations that can facilitate more efficient as well as accurate predictions.
Profile
- Education: excellent degree (Master or Diploma) in Electrical Engineering, Information Engineering, Microelectronics or Informatics
- Experience and Knowledge: proficiency in programming languages (C/C++, Python, Matlab), good skills in modern mathematics, e.g. Machine Learning (TensorFlow, PyTorch, etc.), Solver, Neural Networks, knowledge of AI algorithms, experience in digital hardware, embedded systems as well as in SoC architectures
- Personality and Working Practice: you enjoy being creative and asserting yourself in certain topics; you like working in a team and understand how to think in a structured, abstract, and strategic way to achieve the best possible performance
- Languages: fluent in English, German is an advantage
Useful information about the job
https://www.bosch-ai.com
www.bosch.com/research
Start: March 2025
Please submit all relevant documents (CV, letter of motivation, certificates, and links to GitHub or kaggle account).
Diversity and inclusion are not just trends for us but are firmly anchored in our corporate culture. Therefore, we welcome all applications, regardless of gender, age, disability, religion, ethnic origin or sexual identity.
Application note
As long as this position is advertised on our job board, we are looking for suitable candidates.
To ensure data privacy, we kindly ask you to submit your application solely through our application portal. Unfortunately, we are unable to consider applications sent by email or post.
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What we offer: Benefits at Bosch
Financial Benefits
“I don't pay good wages because I have a lot of money, I have a lot of money because I pay good wages.” - Robert Bosch, 1931. We still live by this principle at Bosch today: in addition to attractive salaries, we offer many additional financial benefits, such as bonuses for the joint contribution to the company's success, individual performance-related pay and private and company pension schemes. In addition to benefit portals with discounts in numerous online stores and services, our associates naturally also get special conditions on Bosch products.
Professional development
Creating something new, developing, and growing – all this is Bosch. Development plays a key role for us. That‘s one of the reasons why we have been able to pioneer markets and technologies for more than 130 years. At Bosch, we offer our associates a wide range of opportunities for further development: from comprehensive training opportunities to a wide range of career paths.
Work-life-balance
Whether it's new professional goals, personal development, or more time for family, friends, and hobbies – priorities can vary from person to person and change throughout a lifetime. That's why we offer flexible working models, including job sharing, flexible shift patterns, part-time options, and sabbaticals. These models make it possible to balance personal needs as well as team’s requirements and work tasks.
Health and well-being
The well-being of our employees is important to us. That's why we offer various health-promoting initiatives and measures. We provide many preventative services related to physical and mental health. There are numerous self-organized clubs and groups where hobbies and interests can be pursued together with colleagues. To strengthen the community, we offer various networks on a wide range of topics – from family to diversity. Here, our associates engage with and support one another.
Mobility
We ensure that our associates can commute to work comfortably. This may mean making their daily commute easier with a Bosch shuttle or company bike offer. If they want to work from abroad for a short period, we are happy to check the feasibility. Before and during longer stays abroad, we support our associates and their families with all-round support: from onboarding and accompanying mentoring to language courses and a well-planned return.
Insights into our work environment
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Learn moreWelcome to Renningen
Unser Forschungscampus in Renningen bildet den internationalen Knotenpunkt unserer Bereiche Forschung und Vorausentwicklung, Cross-Domain Computing Solutions und Bosch Center for Artificial Intelligence. Mitarbeiter aus aller Welt arbeiten daran, Antworten auf die Fragen von Übermorgen zu finden. Damit sich die Ideen unserer Forscher optimal entfalten können, ist der Campus ein Netz der kurzen Wege zwischen Kommunikation und Inspiration, an dem der Kreativität keine Grenzen gesetzt sind. Wollen auch Sie die Zukunft gestalten? Wir freuen uns auf Ihre Neugier und Innovationsfreude.
YOUTUBE
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Learn moreWelcome to Bosch
At Bosch, we shape the future by inventing high-quality technologies and services that spark enthusiasm and enrich people's lives. Our promise to our associates is rock-solid: We grow together, we enjoy our work, and we inspire each other. Welcome to Bosch.
The Robert Bosch GmbH is looking forward to your application!
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