work Age and gender estimation A CNN-based system using TensorFlow and dlib for accurate age and gender estimation from facial images, enabling multi-face demographic analysis. Rally Master AI An AI-driven badminton training analysis system using perspective transformation and bird’s-eye view analysis to provide data-driven posture correction and performance assessment. Log File Summarization A log file summarization tool using the Drain algorithm to extract key insights and patterns, improving system monitoring and troubleshooting efficiency. 3D Scene Reconstruction Accurate 3D maps using for multi-view scene reconstruction. FitGen - Personalized Exercise Planner Generate personalized exercise plans, optimizing workouts through real-time form feedback to enhance fitness efficiency and reduce injury risk. PyTorch-Powered Machine Learning Models A comprehensive repository of machine learning models in PyTorch, providing well-structured implementations for applications in computer vision, NLP, and beyond. fun Social Neuro RL Explores context-conditioned reasoning and compositional thinking in AI agents using MARL to enhance coordination, generalization, and cognitive architectures inspired by social neuroscience. MAGNET: Multi-Agent Generative Network Multi-Agent Generative Network, a dual-agent cooperative architecture for data generation, outperforming traditional GANs in producing high-quality images resembling the CelebA dataset. Meta Learning with exact information estimation An information-theoretic meta-regularizer to mitigate overfitting in meta-learning by maximizing mutual information using MINE, improving generalization on non-mutually-exclusive tasks. Covivac Bot A telegram bot for real-time vaccine slot availability checks and instant alerts, enabling seamless and efficient appointment booking. Reinforcement Learning with Unity A RL project using Unity ML Agents, training intelligent agents in virtual environments for applications in gaming, robotics, and simulations. Stock Trading using RL A RL-based stock trading system, training RL agents on historical data to optimize portfolio management and enhance market returns.
