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

12 projects • Filter: All

#GenAI#NLP#Full-Stack AI
LLM-Powered SaaS Platform with Human-in-the-Loop AI Workflows
Built and integrated LLM-assisted workflows inside a full-stack SaaS product, contributing across AI features, Lovable frontend development, PostgreSQL data flows, APIs, and QA-driven delivery.
LLM-Powered SaaS Platform with Human-in-the-Loop AI Workflows
#Agentic AI#RAG#NLP
LLM Data Agent with RAG + SQL
Query both unstructured documents and structured PostgreSQL data through an LLM-powered assistant with multilingual RAG, semantic retrieval, citations, and natural-language data access.
LLM Data Agent with RAG + SQL
#Agentic AI#Document AI#GenAI
Document AI Agent with OCR + LLM
Extract structured data from PDFs and scanned documents using OCR, layout analysis, NLP, vision/LLM assistance, confidence-aware validation, and human-in-the-loop review.
Document AI Agent with OCR + LLM
#Agentic AI#RAG#GenAI
RAG Content Agent with LLM
Generate domain-specific content from connected knowledge sources using RAG and LLMs through a controllable, review-friendly application interface.
RAG Content Agent with LLM
#GenAI#NLP
LLM Workflow Automation with n8n, APIs & Webhooks
Automate repetitive business processes by connecting triggers, APIs, databases, webhooks, and LLM-based decision or processing steps in n8n.
LLM Workflow Automation with n8n, APIs & Webhooks
#CV#ML
Computer Vision: Human Pose Tracking & Action Recognition
Track human pose across challenging video and classify actions using temporal motion features, deep learning, optimized inference, and deployment-ready pipelines.
Computer Vision: Human Pose Tracking & Action Recognition
#CV#ML
Computer Vision: Real-Time Object Detection with YOLO
Train and deploy real-time object detection models with YOLO, optimized GPU inference, REST APIs, and containerized serving.
Computer Vision: Real-Time Object Detection with YOLO
#CV#ML
Computer Vision: Real-Time Instance Segmentation with YOLO
Train and deploy YOLO segmentation models for pixel-level visual understanding, inspection, measurement, and automation tasks.
Computer Vision: Real-Time Instance Segmentation with YOLO
#GenAI#CV
Generative AI Image Models with LoRA + Stable Diffusion
Fine-tune Stable Diffusion with LoRA to preserve custom visual identities, styles, products, or subjects across prompts, poses, and scenes.
Generative AI Image Models with LoRA + Stable Diffusion
#NLP#ML
NLP Semantic Search & Ranking with Transformer Embeddings
Match, search, and rank text records using transformer embeddings, semantic similarity, vector search, scoring logic, and explainable gap analysis.
NLP Semantic Search & Ranking with Transformer Embeddings
#ML
Machine Learning & Time Series Forecasting with Interactive Data Visualization
Train, compare, serve, and visualize machine-learning models through REST APIs, persistent data flows, and an interactive application dashboard.
Machine Learning & Time Series Forecasting with Interactive Data Visualization
#CV#Deep Learning
Deep Learning: CNN Image Classification & Transfer Learning
Build robust image-classification pipelines with CNNs, transfer learning, fine-tuning, data augmentation, and API-based deployment.
Deep Learning: CNN Image Classification & Transfer Learning