Publications and Certifications
A collection of my professional credentials and presented research.
Publications
Exploring MobileNetV2 and SqueezeNet for Efficient Fruit Freshness Detection in Agricultural Systems
This paper explores the use of MobileNetV2 and SqueezeNet for classifying fruits as fresh or rotten in agricultural systems. By leveraging lightweight CNN architectures and Grad-CAM for interpretability, the study achieves high accuracy (up to 99.41%) while ensuring efficiency for real-time deployment.
Conference Name: ICATEST 2025
Download CertificateA Comparative Study of Filter, Wrapper and Embedded Feature Selection Techniques for Intrusion Detection on the NSL-KDD Dataset.
This paper presents a systematic study on intrusion detection using the NSL-KDD dataset, comparing filter, wrapper, and embedded feature selection methods with XGBoost as the primary classifier. The results demonstrate that effective feature selection and class balancing with SMOTE significantly enhance model performance, achieving up to 99.8% accuracy.
Conference Name: IJCACI 2025
Download CertificateA Hybrid Approach for Intrusion Detection Using Feature Selection and Class Balancing on the NSL-KDD Dataset
This paper provides a comparative evaluation of feature selection and balancing strategies on the NSL-KDD dataset using Random Forest and XGBoost. Results show that SMOTE with XGBoost achieves 99.84% accuracy and improved recall for rare attacks (U2R), highlighting the trade-off between fairness, efficiency, and model performance in intrusion detection systems.
Conference Name: CIS 2025
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AWS Academy Graduate - Cloud Architecting - Training Badge
Completed AWS Academy Cloud Architecting training, gaining expertise in designing and deploying scalable, secure, and cost-effective cloud solutions on AWS. Skilled in applying AWS best practices using the Well-Architected Framework.
AWS Academy
Download CertificateMastering Centralized Application Configuration in Azure: A Strategic Approach.
The workshop focused on key strategies for managing application configurations within the Microsoft Azure cloud environment. Key topics covered included best practices for secure configuration storage, with a specific focus on utilizing Azure App Configuration and Azure Key Vault. The program aimed to equip participants with the knowledge to prevent security breaches related to application configuration data.
NPTEL
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