Ajay Nagaraj M

About Ajay Nagaraj M

I am an AI/ML Engineer based in Bengaluru, driven by a passion for harnessing data to…

Experience

1. Engineer

   Tata Elxsi

   Oct 2023 — Present · Bengaluru, IN

   Automotive Cybersecurity Solution: Machine Learning-Driven Anomaly DetectionProject Overview: Developed an innovative machine learning-based anomaly detection system to enhance cybersecurity in automotive environments.Key Responsibilities:Anomaly Detection Development: Created a robust system using ML algorithms to detect anomalies in CAN data, significantly improving threat detection.Feature Engineering & Preprocessing: Optimized data preprocessing techniques, resulting in an 8% boost in model performance.Anomaly Generation Tool: Designed a tool to inject diverse anomalies and synthesized realistic samples using CGAN for enhanced testing.Edge Device Deployment: Collaborated with IISc to optimize models for ARM-based devices, achieving a 20% reduction in prediction time.Containerization & Efficiency: Implemented Docker for deployment and enhanced efficiency, reducing error rates by 97%.SDV Integration: Currently integrating the solution into the Software-Defined Vehicle (SDV) platform for comprehensive cybersecurity.