Audio-LLM Research: Multimodal Interview Agent
Multimodal interview system with Qwen2-Audio, LoRA + DPO alignment, synthetic speech data, and real-time audio pipelines.
Posts by Collection
portfolio
Conversational AI Chatbots
Seq2Seq conversational models in PyTorch: GRU/LSTM with attention and Transformers, incl. counseling dialogue.
Document Extraction Engine
End-to-end AI pipelines for KYC, financial, and rental document understanding: classification, alignment, handwriting recognition, RAG agents.
Old Photo Restoration with GANs
Pix2Pix GAN (PatchGAN) restoration and inpainting of old photos, trained on FFHQ-Small.
Paddy Disease Detection + Hackathon Projects
Computer vision for agriculture and award-winning hackathon builds: litter detection, news portal, cultural AI.
Brain MRI Segmentation
Medical image segmentation: UNet and UNet++ implemented from scratch with Dice loss and IoU evaluation.
YOLO Dataset Augmentation Tool
CLI tool to expand YOLO detection datasets with box-aware augmentation: more data, better detectors.
publications
Paddy Disease Detection and Classification Using Computer Vision Techniques
Published in arXiv, 2024
Comparative study of CNNs, Vision Transformers, and YOLO for paddy disease identification, with a mobile app for real-time diagnosis.
Recommended citation: Bimarsha Khanal et al. (2024). "Paddy Disease Detection and Classification Using Computer Vision Techniques." arXiv:2412.05996.
Download Paper
talks
Applied AI
Published:
Session on applied AI for fellowship students and working professionals.
Engineering AI Systems
Published:
Session on engineering production AI systems for fellowship students and working professionals.
teaching
Python and Machine Learning Mentor
Mentorship / Workshop, Innovative Computer Engineering Society, 2023
Volunteer mentor for the month-long Call for Enthusiast program (2023, 2024), guiding junior students in Machine Learning.
Teaching Assistant, Fusemachines AI Fellowship
Fellowship course, Fusemachines AI Fellowship, 2026
Teaching Assistant in a six-month AI fellowship program for students and working professionals, supporting the goal of democratizing AI education.