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Muhammad Shahrayar Shahrayar123

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Agentic AI Engineer | Data Scientist | Kaggle Master
68 followers · 3 following
  • Pakistan

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Shahrayar123/README.md

Muhammad Shahrayar

AI Engineer · Data Scientist
Building agentic AI systems, RAG pipelines, and automation across banking, healthcare, logistics, and telecom.

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About

AI Engineer and Data Scientist with ~3 years of production experience building LLM-powered and data-driven systems. My work has spanned banking and financial services, healthcare AI, logistics and supply chain, and telecom, and the through-line is the same in each: take a messy, high-stakes operational problem and turn it into a system that runs reliably and explains its reasoning.

I enjoy work that sits close to the problem — designing the architecture, building it, and staying with it through deployment.

  • Focus: Agentic AI systems, multi-agent orchestration, RAG and knowledge retrieval, ML pipelines, automation
  • Sectors: Banking & fintech · Healthcare AI · Logistics & supply chain · Telecom
  • Comfortable with: on-premises and offline deployment, compliance-sensitive environments, local inference, human-in-the-loop design
  • Currently exploring: LangGraph, evaluation frameworks (RAGAS), LLM gateway and routing patterns, inference optimization

Tech Stack

Languages

Python SQL TypeScript JavaScript Bash

AI & Agents

OpenAI LangGraph LiteLLM MCP Ollama RAG Hugging Face

Backend & Data

FastAPI Django Celery PostgreSQL pgvector Redis Pandas NumPy scikit-learn

Platform & Ops

Docker Linux Azure AWS Cloudera Informatica Git

Interfaces & BI

React Next.js Tailwind CSS Streamlit Gradio Power BI


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