रॉय Mustang

DFIR Training and Internship Program

FCRF•  June 2024 - August 2024

Project - Conducted research on leveraging machine learning and AI techniques for image forensics analysis. Applied contrastive learning, enhancing feature discrimination and improving generalization to unseen manipulations. Utilized GANs for detecting GAN-generated fakes and creating datasets, strengthening model performance. Gained hands-on experience from industry experts in cybersecurity, pattern recognition and deep learning.

Machine Learning Intern

IBM India Pvt Ltd•  June 2023 - August 2023

Project – Environmental monitoring and disaster response from satellite imagery using an AI-powered system. Leveraged the U-Net CNN architecture to record complex spatial relationships, boosting accuracy by 25%. Integrated social media data with satellite imagery, refining disaster prediction and reducing false predictions by 15%. Developed multi-class land cover segmentation, enhancing detection of environmental changes for faster execution.

Data Science Intern

AICAN Automate •  August 2022 - September 2022

Project – Predictive Modeling for Targeted Ad Campaign Optimization. Predicted consumer behaviour insights by utilizing logistic regression model on socioeconomic and demographic data. Increased execution speed by 22% by optimizing regularization strength, solver algorithms, and maximum iterations. Incorporated ensemble learning methods such as boosting and bagging, for more reliable consumer behaviour insights.