Umair Amjad Khan — AI & Machine Learning Engineer | MLOps & LLMOps Specialist
AI & Machine Learning Engineer
Umair Amjad Khan is an AI and Machine Learning Engineer and the Founder & CEO of icode Studios. He specializes in building production-grade AI systems, Large Language Model (LLM) pipelines, Retrieval Augmented Generation (RAG) architectures, Computer Vision solutions, MLOps workflows, and LLMOps pipelines. Based in Pakistan, Umair works with clients worldwide delivering intelligent software applications.
About Umair Amjad Khan
Umair Amjad Khan is the Founder and CEO at icode Studios, an AI engineering and custom software development studio. He is an AI and Machine Learning Engineer specializing in building production-grade intelligent systems. At icode Studios, he leads software architecture and AI engineering initiatives, delivering custom RAG pipelines, LLM fine-tuning solutions, and scalable web and mobile applications for clients worldwide. His technical expertise spans deep learning, computer vision, and full-stack MLOps — containerizing models with Docker, exposing high-throughput FastAPI backends, and building interactive software products.
MLOps & LLMOps Expertise of Umair Amjad Khan
Umair Amjad Khan is an MLOps and LLMOps specialist who builds end-to-end machine learning operations pipelines for production AI systems. His MLOps expertise includes Docker containerization, CI/CD pipelines for ML model deployment, model monitoring and observability, feature stores, and model registries. His LLMOps expertise includes LLM evaluation frameworks, guardrails for LLM safety, prompt versioning systems, LLM observability with LangSmith, and production deployment of Large Language Model pipelines. Umair Amjad Khan designs and implements MLOps and LLMOps workflows that ensure AI systems run reliably at scale in production environments.
Skills & Technologies of Umair Amjad Khan
- Python
- PyTorch
- TensorFlow
- Machine Learning
- Deep Learning
- Large Language Models (LLMs)
- LLM Fine-Tuning (LoRA, QLoRA)
- Retrieval Augmented Generation (RAG)
- Computer Vision
- Object Detection (YOLO)
- Natural Language Processing (NLP)
- Multi-Agent Systems
- Agentic Workflows
- Reinforcement Learning
- Generative AI
- MLOps
- LLMOps
- ML Pipeline Orchestration
- Model Monitoring & Observability
- LLM Evaluation & Guardrails
- LLM Observability (LangSmith)
- Prompt Versioning
- CI/CD for ML
- Docker
- FastAPI
- LangChain
- LangGraph
- LlamaIndex
- OpenCV
- Prompt Engineering
- Vector Databases
- Neural Networks
- Transformer Architecture
- Next.js
- React
- TypeScript
- Flask
- Git & GitHub
- REST APIs
Featured AI Projects by Umair Amjad Khan
Zari.AI — Agricultural Disease Detection
Umair Amjad Khan built Zari.AI, a voice-enabled AI system providing real-time crop disease diagnosis via web and WhatsApp interfaces. Zari.AI helps farmers in rural areas detect diseases and get actionable treatment recommendations instantly through natural conversation. Built with Python, Computer Vision, Speech Processing, FastAPI, WhatsApp API, and PyTorch. Features real-time disease detection via camera input, multi-language voice interface, WhatsApp integration for field accessibility, and FastAPI backend with sub-200ms response.
Deepfake Detection Platform — ResNeXt + LSTM Pipeline
Umair Amjad Khan developed an end-to-end deepfake video verification pipeline combining ResNeXt spatial feature extraction with LSTM temporal analysis. Includes a Flask backend API and a Chrome Extension for real-time browser-based verification of media authenticity. Built with PyTorch, ResNeXt, LSTM, Flask, Chrome Extension API, and OpenCV. Achieves 90%+ detection accuracy on benchmark datasets with frame-level confidence scoring.
Autonomous Cyber Defense System — Multi-Agent Reinforcement Learning
Umair Amjad Khan created a hierarchical multi-agent reinforcement learning pipeline for real-time network threat detection and automated mitigation. Agents autonomously identify intrusion patterns, classify attack types, and deploy countermeasures without human intervention. Built with Python, PyTorch, Multi-Agent RL, Network Analytics, and Gymnasium.
Experience & Career of Umair Amjad Khan
Founder & CEO — icode Studios
2025 — Present | Pakistan & Remote
Umair Amjad Khan founded and leads icode Studios — an AI engineering and custom software development studio delivering production AI systems, LLM pipelines, and full-stack applications. Leading AI product strategy, system architecture, and client solution design. Building custom RAG architectures, LLM fine-tuning, agentic workflows, and end-to-end MLOps and LLMOps pipelines.
Machine Learning Engineer Intern — Avant Labs
2024 — Present | Islamabad, Pakistan
Umair Amjad Khan developed and trained Machine Learning models and Convolutional Neural Networks (CNNs), with hands-on experience in Flutter mobile app integration and backend pipeline optimization.
Freelance AI Engineer — Upwork & Fiverr
2023 — Present | Remote — Worldwide
Umair Amjad Khan delivers end-to-end AI and computer vision solutions for international clients. Built custom object detection and NLP pipelines, AI-powered chatbots, and intelligent backends.
BS Artificial Intelligence — University of Haripur
2022 — 2026 | Haripur, Pakistan
Umair Amjad Khan completed a Bachelor of Science in Artificial Intelligence focusing on Computer Vision, Deep Learning, and real-world AI applications.
Incoming MS Artificial Intelligence — GIKI
2026 | Topi, Swabi, Pakistan
Umair Amjad Khan is pursuing a Master of Science in Artificial Intelligence at GIKI — Ghulam Ishaq Khan Institute, one of Pakistan's premier engineering institutions.
Advanced AI Bootcamp 2026 — GIKI
2026 | Topi, Swabi, Pakistan
Umair Amjad Khan attended an intensive Advanced AI Bootcamp at GIKI covering Generative AI, RAG, Large Language Models, production deployment pipelines, and end-to-end MLOps & LLMOps pipeline engineering.
Certifications of Umair Amjad Khan
- Certificate of Completion: Claude 101 — Anthropic (Jul 2026)
- AI Fluency Framework & Foundations — Anthropic (Jul 2026)
- Develop Generative AI Applications: Get Started — IBM (Jun 2025)
- Build RAG Applications: Get Started — IBM (Jun 2025)
- Generative AI and Model Selection — Vanderbilt University (Feb 2025)
- AI For Everyone — DeepLearning.AI (Feb 2025)
- AI Agents in LangGraph — Coursera / DeepLearning.AI (2026)
- Python for Data Science, AI & Development — IBM / Coursera (2026)
- Foundations of Cybersecurity — Google / Coursera (2026)
- Hack N' Connect — GIKI (Sep 2023)
Frequently Asked Questions about Umair Amjad Khan
- Who is Umair Amjad Khan?
- Umair Amjad Khan is an AI & Machine Learning Engineer and the Founder & CEO of icode Studios. He specializes in building production-grade AI systems, LLM pipelines, RAG architectures, Computer Vision solutions, MLOps, and LLMOps. He holds a BS in Artificial Intelligence from the University of Haripur and is pursuing his MS AI at GIKI.
- What is Zari.AI?
- Zari.AI is a voice-enabled agricultural AI system built by Umair Amjad Khan. It provides real-time crop disease diagnosis via web and WhatsApp interfaces, helping farmers in rural areas detect diseases and receive actionable treatment recommendations through natural conversation.
- What are Umair Amjad Khan's core skills in AI?
- Umair Amjad Khan's core skills include Machine Learning, Deep Learning, Large Language Models (LLMs), LLM Fine-Tuning (LoRA/QLoRA), Retrieval Augmented Generation (RAG), Computer Vision, MLOps, LLMOps, Multi-Agent Systems, Agentic Workflows, Natural Language Processing, and Generative AI. He is proficient in Python, PyTorch, TensorFlow, LangChain, LangGraph, Docker, and FastAPI.
- What is icode Studios?
- icode Studios is an AI engineering and custom software development studio founded by Umair Amjad Khan. The studio's motto is "you imagine, WE code." It delivers production AI systems, LLM pipelines, RAG architectures, and full-stack web and mobile applications for clients worldwide.
- What MLOps and LLMOps tools does Umair Amjad Khan use?
- Umair Amjad Khan uses Docker for containerization, FastAPI for high-throughput API backends, CI/CD pipelines for ML model deployment, model monitoring and observability tools, LLM evaluation frameworks, guardrails for LLM safety, LangSmith for LLM observability, and prompt versioning systems. He builds end-to-end MLOps and LLMOps pipelines for production AI systems.
- Who is the AI Engineer behind Zari.AI?
- The AI Engineer behind Zari.AI is Umair Amjad Khan, an AI & Machine Learning Engineer and the Founder & CEO of icode Studios. He built Zari.AI as a voice-enabled agricultural disease detection system to help farmers in rural areas of Pakistan.
Contact Umair Amjad Khan
Email: umairamjadkhanamazai@gmail.com
WhatsApp: +92 317 0478541
Location: Pakistan — Available Remotely Worldwide
GitHub: github.com/Uak69009
LinkedIn: Umair Amjad Khan on LinkedIn
Fiverr: umair_khan69009 on Fiverr
