Aug 2024 – Present · 1 yr 10 mos · Aachen

• API/SDKs for enabling advanced solutions in manufacturing and robotics. Team develops products for the full range of toolpath calculations from 2axis to 5-axis applications such as robot-driven laser welding
• Drive future developments of multiple products in toolpath division
• Enable teams with an activating vision and roadmap
• Drive AI integration in products
• Lead initiatives to develop toolpath algorithms that are physics/kinematic aware

Apr 2023 – Jul 2024 · 1 yr 3 mos · Berlin, Germany

• The cat on a journey to make perception for autonomous driving safer through aidkit
• develop product strategy and tech roadmap
• develop experiments to prove the utility of augmentations in training AI models and find metrics to measure image similarity
• ensure that software design choices align with business objectives
• strategic alignment of design(UI/UX), engineering, research, and sales
• help the developers scope new epics and formulate user stories/define user journeys
• Support release timely through testing and ensure quality deployment

Oct 2022 – Apr 2023 · 6 mos · Wemding, Bavaria, Germany

• Problem Statement: How to develop quality thresholds for a production defect (called blemishes) in a camera manufacturing line based on its effect on downstream AI function used for ADAS ?
• Simulation of blemishes using OpenCV and Python
• Training and validation of deep learning models (YOLOv4, Fast RCNN, FCN) for autonomous driving tasks and study of their robustness
• Study of statistical correlation between blemish characteristics (and other edge cases) and corresponding drop in accuracy of models to establish quality gates
• Creation of end-to-end DL pipeline and deploying in Google Cloud Platform

Mar 2022 – Aug 2022 · 5 mos

• Technology planning and development of Low Emission Brake. Responsibilities include :
• Developed software to facilitate machine development and planning for brake disc coating
• Feasibility assesment of various manufacturing methods and processes by analysing supplier data
• Support in the data-driven decision making of establishing a production process and development of a dedicated manufacturing line

Feb 2022 – Aug 2022 · 6 mos · Ingolstadt, Bavaria, Germany

• Part of PALIM(Performance Accelerated Learning for Intelligent Manufacturing) project under Prof. Dr. Alexander Schiendorfer.
• Anomaly detection and classification in time series data set for the predictive maintenance of production lines. This project is in partnership with Valeo and plus10(Fraunhofer Spin-off).
• The focus of research involves analysis of time series and modelling using LSTM, Transformer and TCN networks.
• Hyperparameter optimization for Neural Networks using various framework like Optuna, HyperOpt and Genetic Algorithms.
• Data preparation and analysis
• Model development

Jul 2019 – Mar 2021 · 1 yr 8 mos

• Worked in collaboration with Triumph Motorcycle Ltd, UK in launching two new platforms for global market.

Dec 2018 – Jul 2019 · 7 mos

May 2018 – Jul 2018 · 2 mos · Cochin, India

• Worked with product development team in creating an AR based VeinViewer. My responsibilities included:
• 1. Developing an enclosure concept for the product considering ergonomic and DFM requriements
• 2. Assistance for Image Processing and Noise Reduction
• 3. Developing suitable prototypes for various stages of product development