Prajwal Chalwadi
Electronics and Communication / Embedded/Automotive Engineer
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About
A passionate electronics and communication engineer seeking to associate with an esteemed organization that provides opportunities for optimum utilization of technical and analytical skills. Aiming to contribute effectively through strong reasoning, problem-solving, and analytical abilities while supporting sound decision-making and creating win-win outcomes for both the organization and personal career growth.
Experience
Project Intern at Indian Institute Of Information Technology (2025-02 – 2025-06)
Explainable AI for Android Malware Classification
- Developed a CNN-based Android malware detection system using 4,464 applications and 241 static features, achieving 95–97% accuracy.
- Designed and compared 1D (CSV-based) and 2D (grayscale image-based) CNN architectures to evaluate feature representation consistency.
- Implemented 5-Fold Cross Validation and benchmarked performance against a Random Forest model to improve generalization.
- Applied Grad-CAM and LIME for explainable AI, analyzing feature importance to enhance transparency of malware classification decisions.
Education
Bachelor of Engineering in Electronics and Communication – KLE TECHNOLOGICAL UNIVERSITY (2025)
Diploma in Electrical and Electronics – KLE's SMT C.I.Munavalli Polytechnic (2022)
Secondary Education – Pavan English Medium School (2017)
