Successful Internship at DRDO | Advancing Robust AI Systems We are proud to share that six students from the B.Tech. Artificial Intelligence and Data Science program at Gati Shakti Vishwavidyalaya, Vadodara have successfully completed a research internship at the Scientific Analysis Group (SAG), DRDO, Ministry of Defence, Govt. of India. 🛡 Project Title: Design and Development of a Robustness Evaluation Tool for Deep Learning Models Under the mentorship of Mr. Mohammed Javed (SAG, DRDO), the team built a Streamlit-based GUI platform to evaluate deep learning models’ robustness against adversarial attacks a crucial step toward enhancing the security of AI systems used in national defense. 🔍 Key Technical Highlights: ✅ Modular backend integrated with IBM’s Adversarial Robustness Toolbox (ART) ✅ Implemented attacks: FGSM, DeepFool, SimBA, Square Attack ✅ Benchmarked on MNIST, CIFAR-100, GTSRB, and ImageNet ✅ Compared pretrained models (ResNet50, EfficientNet) using Top-1 Accuracy & Confidence degradation ✅ Real-time evaluation: clean vs adversarial inputs 📊 Robustness Metrics: 1-Prediction Stability (Accuracy): Based on unchanged top-1 predictions 2-Conditional Robustness (Confidence): Assesses model confidence degradation 👨💻 Interns: Abhishek Singh, Anurag Tiwari, Himanshu Singh, Kabeer Kumar, Sambhav Verma, Yeetraditya Dhadhiya. This hands-on internship not only deepened their understanding of adversarial machine learning, but also exemplifies GSV’s commitment to preparing students for real-world challenges in critical technology sectors. 🙏 We extend our sincere thanks to Dr. Shweta Saharan Saharan (Internship Faculty Coordinator, CDC Member) Vipul Kumar Mishra, PhD (Program Coordinator) Dr. Sonu Lamba (Faculty AI&DS) and our respected Vice-Chancellor, Manoj Choudhary, PhD, for their unwavering support and mentorship throughout this journey. #DRDO #SAG #GSV #AI #AIDSGSV #AdversarialML #RobustAI #MachineLearning #InternshipExperience #CyberSecurity #DeepLearning #ArtificialIntelligence #StudentInnovation #TechForDefence #GatiShaktiVishwavidyalaya #AIandDS #IndiaAI #IBMResearch #Streamlit #DefenceTechnology #MLTools #NLP #FutureOfAI #Transportation Streamlit IndiaAI AI4Bhārat nasscom
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