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Project Demos

AI & deep learning projects in action — from LLM fine-tuning tools to real-time vision systems and edge inference.

YouTube Channel
LLM Tool LLM Fine-Tuning Desktop App
LLM Fine-Tuning Desktop App
PyQt5 GUI for fine-tuning LLMs using torchtune — visual workflow for LoRA/QLoRA training, evaluation, and deployment.
torchtune • LoRA • PyQt5
Detection FlashDet Real-Time Object Detection
FlashDet — Real-Time Object Detection
End-to-end detection system with LoRA fine-tuning, knowledge distillation, ONNX export, and INT8 quantization. 100+ FPS inference.
LoRA • KD • ONNX • 100+ FPS
GenAI AI Object Removal & Inpainting
AI Object Removal & Inpainting
Remove objects from photos including shadows and reflections using generative inpainting with diffusion-based restoration.
Diffusion • Inpainting • GenAI
Vision Low-Light Image Enhancement
Low-Light Image Enhancement Pipeline
SOTA deep learning denoising and enhancement for low-light images — mobile camera pipeline deployed on Samsung Galaxy devices.
Denoising • Samsung • Mobile
Edge AI ALPR on Jetson TX2
ALPR System on Jetson TX2
Automatic License Plate Recognition with anchor-based detector + multi-head OCR running real-time on NVIDIA Jetson TX2.
Jetson TX2 • OCR • Edge Inference
Analytics Video Analytics Pipeline
Video Analytics — Traffic & People Counting
Production video analytics system for traffic detection and people counting with multi-object tracking.
Tracking • Analytics • Production
Quantization Model Quantization Demo
Model Quantization & Mobile Deployment
End-to-end quantization pipeline — GPTQ, QAT, INT8 for efficient model deployment on mobile and edge devices.
QAT • INT8 • Mobile
Short AI Quick Demo
AI in Action — Quick Demo
Quick showcase of AI capabilities in a short-form video format.
Short • Demo