Master Thesis in Exploring Deployment Optimizations towards HW/SW Codesign - remote possible
About this role
Your tasks
Neural networks (NNs) are commonly used in wide variety of applications. Since NNs exhibit enormous computational demands, deploying these neural networks on the edge or embedded platform offers various optimization opportunities. To embrace hardware diversity, it is important to map the neural network on HW efficiently. It involves exploring graph-level intermediate representation in various neural network compilers such as TVM, IREE etc. towards HW/SW codesign framework.
- During your thesis you will join our international team of researchers and engineers and contribute to the exploration of hardware-based optimization for AI acceleration.
- You will conduct literature research on state-of-the-art NN deployment optimization strategies. You will evaluate related work in terms of its suitability for an overarching interaction between efficient HW/SW codesign.
- Furthermore, you will investigate, evaluate, and optimize NN deployment methods and compiler tool stack particularly focusing on graph optimizations and strategies such as e.g. operation fusion or reordering.
- You will implement your solution in our torch framework and evaluate it in extensive simulations.
- Finally, you will document and discuss the results.
Your profile
- Education: Master studies in the field of Electrical Engineering, Computer Science or comparable
- Experience and Knowledge: strong experience in Python/C++, neural network compiler (TVM), basic hardware knowledge, Deep Learning Concepts, Linux, LaTeX
- Personality and Working Practice: you excel at working independently, organizing tasks effectively, and staying highly motivated to achieve your goals
- Work Routine: mobile working within Germany
- Languages: good in English
Contact & additional information
You want to work flexibly from your home in Germany or prefer working at the Bosch location in Renningen? For positions with the addition “remote possible”, you can agree on the appropriate collaboration for your task together with your manager and your team within the framework of Smart Work.
Requirement for this thesis is the enrollment at university. Please attach your CV, transcript of records, examination regulations and if indicated a valid work and residence permit.
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.
Need further information about the job?
Shubham Rai (Functional Department)
+49 152 09510432
Welcome to Renningen
Our Research Campus in Renningen, Germany, is the international hub of our Corporate Sector Research and Advance Engineering, the Cross-Domain Computing Solutions division, and the Bosch Center for Artificial Intelligence.
Here, associates from all over the world are dedicated to finding answers to tomorrow’s questions. To ensure our researchers’ ideas can develop and flow freely, the campus has been set up to encourage direct, easy communication and nurture inspiration – an environment where creativity knows no bounds.
Are you ready to join us in shaping the future? Your innovative spirit and curiosity are just what we’re looking for.
Location benefits
Flexible and mobile working
Flexitime and modern working time models ranging from part-time to job sharing, home office and incorporated window days off
Space for creative work
Extensive range of training courses offered by the Bosch Learning Company, coaching and mentoring, educational leave and a structured and supportive familiarisation programme
Free Parking
Supported employee car park on site, free bicycle parking in the courtyard, secure bicycle parking space for rent, e-bike charging stations
Company doctor on site
Occupational health care and counselling by internal medical staff, free vaccinations, attractive health insurance, psychosocial and therapeutic counselling, personal health care, workshops and lectures on the subject of health, company pension scheme from the 3rd year at Bosch
Discounts for employees
Discounted purchasing conditions with us and our partner companies, subsidised cultural and leisure events
Wide range of health and sports activities
Catering facilities on site
Healthy and tasty meals at subsidised prices in our company restaurant and cafeteria, free coffee in our coffee kitchens
Welcome 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. Join in and feel the difference.
The Robert Bosch GmbH is looking forward to your application!