
Ranjitha Subramaniam
Fähigkeiten und Kenntnisse
Werdegang
Berufserfahrung von Ranjitha Subramaniam
- 4 Monate, Mai 2020 - Aug. 2020
Internship – Improving the robustness of CNNs against common image corruptions
Bosch Center for Artificial Intelligence, Renningen, Germany
• Analyzed the differences between non-robust and robust CNNs’ weights and internal activations. • Investigated and improved the data augmentation strategies to achieve higher corruption robustness.
- 7 Monate, Okt. 2019 - Apr. 2020
Master Thesis – Learning shape based features for robust neural representation
Bosch Center for Artificial Intelligence, Renningen, Germany
• Proposed an effective approach to improve the shape based decision making of Convolutional Neural Networks (CNNs) that are recently shown to exhibit texture-bias in image recognition tasks. • Utilized edge information of images along with an additional in-network component to encode stronger shape bias. • Studied the significance of shape bias on common image corruptions and established that there exists no clear correlation between shape bias of a CNN and its robustness against corruptions.
- 6 Monate, Apr. 2019 - Sep. 2019
Internship - Data analysis and knowledge discovery for powertrain applications.
Robert Bosch GmbH, Schwieberdingen, Germany
• Supported the development of a Modular Data Analysis Framework for optimizing the injector geometry selection technique. • The framework is developed in an Object Oriented Programming paradigm and it involved the implementation of different Machine Learning algorithms. • Developed a unit testing framework using Pytest to assess the correctness of the Data Analysis Framework. • Created conda packages for effortless distribution and installation of the framework.
- 4 Jahre und 9 Monate, Juni 2013 - Feb. 2018
Senior Software Engineer
Robert Bosch Engineering and Business Solutions Limited, India
• Design and development of software for functional safety requirements in Powertrain Electronic Control Units (ECUs). • Verification and validation of code through unit and functional tests. • System test of the ECU software in Hardware-in-the-loop (HIL) systems. • Analysis, Design, Implementation and Automation of system tests. • Industrialization of Series Release Software for Engine ECUs.
Ausbildung von Ranjitha Subramaniam
- 2 Jahre und 4 Monate, Mai 2018 - Aug. 2020
Automotive Software Engineering
Technische Universität Chemnitz, Germany
Machine Learning, Computer Vision, Multicore Programming, Automotive Software Engineering Lab, Software Platform for Automotive Systems, Design of Software for Embedded Systems, Hardware-Software Co-design, Dependable Systems
- 3 Jahre und 11 Monate, Juli 2009 - Mai 2013
Electronics and Communication Engineering
PSG College of Technology, Coimbatore, India
Embedded Systems, Digital Signal Processing, Microprocessors & Microcontrollers, Computer Architecture, Programming Languages (C, C++)
Sprachen
Englisch
Fließend
Deutsch
Gut
Tamil
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