Ranjitha Subramaniam

Bis 2018, Senior Software Engineer, Robert Bosch Engineering and Business Solutions Limited, India
Abschluss: Master of Science, Technische Universität Chemnitz, Germany
Stuttgart, Deutschland

Fähigkeiten und Kenntnisse

Deep learning
Computer vision
Machine learning
Functional safety software development
Software Testing
Object Oriented Programming
python
C++

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

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    Gut

  • Tamil

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