Works
NLP / LLM
RAG / LangChain Projects
New projects coming soon...
PEFT-FLANT5
Parameter Efficient Fine-Tuning of FLAN-T5 model for Dialogue Summarization.
graph LR
A[FLAN-T5] --> B[PEFT Fine-Tuning]
B --> C[PPO Training]
C --> D[Detoxified Model]
PEFT-FLANT5-Detoxification
Fine-Tune FLAN-T5 with Reinforcement Learning (PPO) and PEFT to Generate Less-Toxic Summaries
Captcha-OCR
OCR in captchas with Keras
AI Engineering / MLOps
graph TB
subgraph Registry ["📦 Model Registry"]
M["🤖 Models"]
A["📁 Artifacts"]
Meta["📊 Metadata"]
end
style Registry fill:#1a202c,stroke:#14b8a6,color:#14b8a6,stroke-width:2px
style M fill:#2d3748,stroke:#14b8a6,color:#e2e8f0
style A fill:#2d3748,stroke:#9f7aea,color:#e2e8f0
style Meta fill:#2d3748,stroke:#f59e0b,color:#e2e8f0
Lunit Model Registry
A centralized model registry for managing the complete lifecycle of machine learning models.
MLOps Orbit
This project marks the beginning of MLOps journey. Instead of focusing on piece of production-grade machine learning, I focus on building full end-to-end pipeline from data collection to deployment.
Computer Vision
Pivo Tracking
Improving and optimizing the performance of Pivo Tracking algorithm.
SCMS
A smart in-cabin monitoring system
3D Artery Segmentation
Facial and temporal artery segmentation in CT volumes
Alzheimer Disease Classification
Alzheimer's disease classification with deep learning
Facial Part Segmentation
Facial part segmentation in 3D point clouds
Point Cloud Converter
A web app to upload and convert point cloud to different formats.
Visual SLAM
A Visual SLAM solution for UAV mapping
Facial Landmark Detection
Facial landmark detection in patients heightmap images
CT Lung Segmentation
Lung segmentation in CT volumes
Patient Pose Detection
Patient pose detection with deep learning
Patient Pose App
A GUI application to predict patient pose
ML-API
Machine Learning prediction API
Vision Transformer
Building vision transformer from scratch
Super Image Resolution
Implementation of Residual Dense Network for SIR
Image Classification Web App
An image classification web app with streamlit and gradio
Wisconsin Breast Cancer (Diagnostic)
Tumor diagnosis on Breast Cancer Wisconsin dataset
Exploring ClearML
A project to demonstrate the MLOps capabilities of ClearML framework
- Tensorflow implementation of "Progressive Growing of GAN (PGGAN)" with SSIM
- Person Reidentification with Siamese Network
- ViT Classification with Huggingface transformers
- A survey of deep learning techniques for small medical dataset
- A flexible and easy-to-follow Pytorch implementation of Hinton's Capsule Network.
- Global Wheat Detection Challenge - Kaggle
- Deep learning-based image dehazing network
- Deep learning-based video frame interpolation
- Deep learning-based image deblurring network
- Image classification with Bag of Words
- VAE MNIST
- CT Bone Segmentation
- Point cloud registration with Open3D
- An iOS application to detect patient breast region
