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Samad80/readme.md
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Building intelligent systems that reason, act, and scale.

LinkedIn HuggingFace Email Portfolio


About

I am an AI Engineer focused on building production-grade intelligent systems — from LLM-powered agents and computer vision pipelines to explainable AI for high-stakes domains like medical imaging.

My work sits at the intersection of applied research and production engineering: I care about systems that are not just accurate, but interpretable, deployable, and reliable.

Currently building at LA Consulting Corp. — shipping Agentic AI systems and Computer Vision solutions.
Flagship research project (Explainable Lung Tumor Segmentation)

focus = [
    "Agentic AI & Multi-Agent Systems",
    "LLMs, RAG, and Tool-Augmented Reasoning",
    "Computer Vision (Medical Imaging, Object Detection)",
    "Explainable AI: SHAP, LIME",
    "AI Automation & Orchestration (n8n)",
    "Production ML Pipelines & Deployment",
]

Tech Stack

Core Languages

Python SQL

AI / LLMs / Agents

LangChain HuggingFace OpenAI CrewAI

Deep Learning & Computer Vision

PyTorch TensorFlow OpenCV

Explainability & Data

SHAP Pandas NumPy Tableau

Deployment & Infrastructure

Streamlit Gradio ChromaDB n8n Git


Featured Projects

Explainable Lung Tumor Segmentation

Deep Learning Medical Imaging Explainable AI

End-to-end CNN pipeline for lung tumor segmentation with LIME and SHAP-based explainability. Achieved 95% accuracy and 34% improvement in interpretability fidelity.

PyTorch SHAP LIME OpenCV Medical Imaging

Explainable PDF QA System (RAG)

LLMs RAG Vector Search

Production RAG system for semantic question answering over PDFs. Features a transparency layer that surfaces exactly which document sections informed each answer.

Live Demo Code

LangChain ChromaDB HuggingFace Gradio PyTorch

Explainable Book Recommendation System

Recommender Systems Explainability

Content-based recommendation engine with integrated SHAP explainability, making each recommendation transparent and interpretable to end users. Deployed as a live Streamlit app.

Python Pandas SHAP Streamlit

Agentic AI Systems (Active)

LLM Agents Tool Calling Orchestration

Multi-step reasoning agents with tool-calling, persistent memory, and workflow orchestration — built for autonomous task execution in production environments.

LangChain LLMs n8n Python


GitHub Stats

GitHub Streak


Connect

I am open to roles in AI Engineering, LLM Systems, Agentic AI, and Applied ML Research — globally.

Email kandhro62@gmail.com
LinkedIn linkedin.com/in/abdus-samad-kandhro
HuggingFace huggingface.co/Samad80
Live Demo kandhro-ex-pdf-qa.hf.space

"The goal is not to build AI that impresses — it is to build AI that works."

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