Hi, I’m Muntaha Shams — I build AI products across GenAI (RAG/LLMs), Computer Vision, and ML systems, with production-focused APIs and UI demos.

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Projects

19 projects • Filter: All

#GenAI#NLP
Video RAG Pipeline
Retrieve and answer questions over video content using multimodal indexing + LLM synthesis.
Video RAG Pipeline
#GenAI#NLP
Text RAG Pipeline
RAG system for document Q&A with grounded responses and clean UX.
Text RAG Pipeline
#GenAI#NLP#ML
RAG Pipeline: AI-Driven Stock Market Querying & Data Retrieval (PostgreSQL + GPT)
Natural-language querying over market data using PostgreSQL + retrieval + GPT integration.
RAG Pipeline: AI-Driven Stock Market Querying & Data Retrieval (PostgreSQL + GPT)
#CV#NLP
Document AI for Custom Data Extraction
Custom extraction pipeline for PDFs/images with validation and export.
Document AI for Custom Data Extraction
#GenAI#NLP
Custom AI Text Generation Powered by LLMs Integrated with Your Data + UI
Domain-grounded generation system with UI controls and review workflow.
Custom AI Text Generation Powered by LLMs Integrated with Your Data + UI
#ML#NLP
n8n Automation
Automated AI workflows using n8n for ingestion, enrichment, and notifications.
n8n Automation
#CV#ML
Segmentation using YOLO
Segmentation pipeline with YOLO models and optimized inference exports.
Segmentation using YOLO
#GenAI#CV
Custom Stable Diffusion Model for Art Generation
Fine-tuned Stable Diffusion for a custom art style with controlled generation workflows.
Custom Stable Diffusion Model for Art Generation
#CV#NLP
Text Search on Image
Search inside images using OCR + indexing for fast retrieval.
Text Search on Image
#CV
Flutter App with AI Backend
Flutter mobile app connected to an AI backend for inference and automation.
Flutter App with AI Backend
#CV#NLP
Address Extraction from Document with UI
Extract addresses from scanned documents with a review UI and export-ready outputs.
Address Extraction from Document with UI
#CV#ML
Detection using YOLO
Real-time object detection with YOLOv8 and accelerated inference exports.
Detection using YOLO
#ML
ML Models Prediction Integrated with Dashboard
End-to-end ML predictions served via APIs and visualized in an interactive dashboard.
ML Models Prediction Integrated with Dashboard
#GenAI#CV
A Novel Approach to 3D Modeling: Paint Detailed 3D Objects with Image/Text Diffusion Models
3D creation workflow combining diffusion guidance and modern 3D representations for textured outputs.
A Novel Approach to 3D Modeling: Paint Detailed 3D Objects with Image/Text Diffusion Models
#CV#ML
3D Object Alignment on Teeth Structure
Robust 3D registration of dental structures using point clouds + coarse-to-fine alignment.
3D Object Alignment on Teeth Structure
#CV#ML
Human Pose Estimation for Rope Skipping Assistant & Surfing
Pose-based coaching with real-time inference, smoothing, and feedback over WebSockets.
Human Pose Estimation for Rope Skipping Assistant & Surfing
#NLP#ML
CV Similarity with Job Description
NLP matching system to score CV–JD fit using transformers, embeddings, and ranking features.
CV Similarity with Job Description
#CV#NLP
German Invoice Data Extraction
Invoice extraction pipeline using OCR + layout-aware models with optional UI review.
German Invoice Data Extraction
#CV#Deep Learning
Diabetic Retinopathy Detection
Automated diabetic retinopathy screening from retinal fundus images using CNNs and transfer learning.
Diabetic Retinopathy Detection