Deep Learning in Resource and Data Constrained Edge Computing Systems
P Sharma, M Rüb, D Gaida, H Lutz, A Sikora. (2021). "Deep Learning in Resource and Data Constrained Edge Computing Systems." Machine Learning for Cyber Physical Systems.
CV
Education
- B.Sc. in Electrical engineering, Furtwangen University, 2018
- M.Sc. in Mechatronic Systems, Furtwangen University, 2020
Work experience
- 2015 - 2017: Research Assistant
- Steinbeis–Transferzentrums: Institute of Signal Processing and embedded Systems (ISPES), Furtwangen
- Duties included: Tagging issues
- Supervisor: Professor Dr. Dirk Benyoucef
- 2016 - 2017: Student Trainee
- Epsilon, Gesellschaft für technische Informatik mbH, Villingen-Schwenningen
- Duties included: Merging pull requests
- 2017 - 2018: Trainee
- AUDI AG, Ingolstadt
- Duties included: Merging pull requests
- Supervisor: Professor Hub
- 2018: Research Assistant
- Furtwangen University
- Duties included: Merging pull requests
- Supervisor: Professor Dr. Robert Hönl
- 2018: System engineer
- PHOENIX CONTACT
- Duties included: Merging pull requests
- Since 2018 Researcher
- Furtwangen University
- Duties included: Merging pull requests
- Supervisor: Professor Hub
- Since 2020: data scientist
- Github University
- Duties included: Merging pull requests
- Supervisor: Professor Hub
Skills
- Skill 1
- Skill 2
- Sub-skill 2.1
- Sub-skill 2.2
- Sub-skill 2.3
- Skill 3
Publications
A Practical View on Training Neural Networks in the Edge
M Rüb, A Sikora. (2022). "A Practical View on Training Neural Networks in the Edge." 17th IFAC Conference on Programmable Devices and Embedded Systems PDES 2022.
Talks
Tutorial 1 on Relevant Topic in Your Field
Tutorial at UC-Berkeley Institute for Testing Science, Berkeley CA, USA
Talk 2 on Relevant Topic in Your Field
Talk at London School of Testing, London, UK
Conference Proceeding talk 3 on Relevant Topic in Your Field
Conference proceedings talk at Testing Institute of America 2014 Annual Conference, Los Angeles, CA
Introduction to optimization algorithms to compress neural networks
Talk at TinyML foundation, Remote
Teaching
Service and leadership
- Currently signed in to 43 different slack teams