pytorc

A text diffusion model based on DDPM operating in embedding space, generating coherent sequences by denoising continuous latent representations instead of discrete tokens.

Computer vision system for tyre defect detection — MobileNetV2, 89.6% accuracy, Streamlit dashboard

Application to train a CNN to classify flowers using pytorch and a pretrained model from torchvision and make predictions on new images.

A Simple Chat Bot App in PyTorch | Graduation Project 2025

PPO-GNN framework for stochastic fuel delivery optimization. Achieves 1.9% optimality gap with 40× speedup vs exact solvers.

Task to create a model that can automatically segment the stomach and intestines on MRI scans.

An object detection application built with Python and PyTorch using YOLOv5 to identify items, calculate confidence scores, and save labeled visual outputs.

This project explores multimodal AI for content creators, combining audio and video streams to automatically classify events and provide intelligent insights.

Multi-dimensional Image-to-Image

some practise codes on machine learning and courses assignments

Next-day stock direction classifier using a Gradient Boosted ensemble trained on fused TF-IDF headline embeddings and 19 engineered OHLCV features. Built with Python, scikit-learn, and PostgreSQL