Machine Learning



Machine Learning is the study of algorithms that can learn from data, without being explicitly programmed.

Computer Vision With Audio Aid
Specifically designed for blind people. Gives a description of detectable things in a given image/frame.
Human Activity Recognition
Evaluated various deep learning models (CNN, CNN‑LSTM, LSTM‑CNN, LSTM, CNN‑GRU,GRU‑CNN, GRU), including convolutional, gated recurrent, and long short‑term memory networks, for accurate human activity recognition
Manufacturing Scheduler
Streamlined Production Enhancement: Optimizing and Scaling Scheduler for Peak Efficiency Elevating Genetic Algorithm Scheduler: Fine-Tuning Performance across Multiple VMs Empowering Pharma Production: Enabling Medicine Scheduling for a Prominent Pharmaceutical Enterprise
Card Detection
Developed an OpenCV-powered application to implement advanced feature recognition tailored for precise metro card identification. Leveraged PaddleOCR to seamlessly extract text content from the identified metro cards. Streamlined the card scanning process and automated fund replenishment, optimizing user experience and efficiency
Graph Neural Network Based Delay Estimation of Large Computer Networks
Utilized graph neural network (GNN) based route estimation using routenet to analyze the impact of node and path interactions on network performance metrics, enabling efficient network design and optimization.
Packaging Scheduler
Developed a solver application for multi‑day, multi‑shift pharmaceutical packaging management, optimizing production efficiency and reducing costs by upto 80%
User Pipeline
Developed a user AI agent that automates user modifications to AI output, enhancing user experience and streamlining workflows.Conducted thorough analysis of user preferences and modifications to enhance optimal outcomes Seamlessly integrated the workflow onto cloud platforms for enhanced accessibility and collaboration
Image Repainting
Developed a sophisticated repainting solution where one can select an object through prompts (click, text, or mask) and repaint it to the desired color without any shadow or lighting issues.