Welcome to my digital workspace.

I'm Umair Amjad Khan—a Machine Learning Engineer and AI Specialist dedicated to building production-grade AI systems, LLM pipelines, and intelligent software applications. Whether you're exploring my latest open-source research, reviewing deployment architectures, or looking to collaborate on custom AI solutions, I'm glad you're here.

Explore my featured projects below, or feel free to reach out directly to start a conversation.

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Umair Amjad Khan — AI and Machine Learning Engineer
Available for Opportunities

Umair
Amjad Khan

Founder & CEO @ icode StudiosAI & ML Engineer

Spearheading icode Studios — Building Production AI Systems, LLM Pipelines, and Intelligent Applications that solve real-world problems.

10+
Projects Built
5+
AI Models Deployed
21
GitHub Repos
About Me

Turning Data into Intelligent Systems

I'm Umair Amjad Khan, Founder & CEO at icode Studios (“you imagine, WE code”) and an AI & Machine Learning Engineer specializing in building production-grade intelligent systems.

At icode Studios, I lead software architecture and AI engineering initiatives, delivering custom RAG pipelines, LLM fine-tuning solutions, and scalable web & mobile applications for clients worldwide.

My 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.

LLM Fine-TuningRAG ArchitecturesComputer VisionMLOps PipelinesMulti-Agent Systems
3+
Years of Experience
10+
Projects Delivered
5+
AI Models Deployed
15+
Clients Served

The best AI systems are not the most complex — they are the ones that solve real problems reliably, at scale, in production.

— My Engineering Philosophy

Currently Working On
  • 🤖 Advanced multi-modal RAG systems
  • 🌾 Expanding Zari.AI to new crop diseases
  • 🛡️ Publishing cyber defense research
Technical Arsenal

Core Skills & Technologies

A battle-tested toolkit for building production AI systems — from raw data to deployed intelligent applications.

Machine Learning & Deep Learning

PyTorchTensorFlowScikit-LearnComputer VisionOpenCVResNeXtYOLOCNNsLSTMReinforcement Learning

Generative AI & NLP

TransformersLLM Fine-TuningLoRA / QLoRARAG PipelinesLangChainLlamaIndexVector DatabasesPrompt EngineeringHuggingFaceOpenAI API

MLOps & Infrastructure

DockerFastAPIFlaskGitLinuxModel DeploymentModel MonitoringCI/CDREST APIsWhatsApp API

Languages & Tools

PythonC++SQLGoogle ColabJupyterPandasNumPyMatplotlibStreamlitPostman

Core Proficiency

Python & ML Frameworks92%
Generative AI & LLMs88%
MLOps & Deployment80%
Featured Work

Production AI Projects

Real-world intelligent systems built from research to deployment — spanning computer vision, generative AI, and autonomous agents.

Featured Project

Zari.AI

Agricultural Disease Detection

Voice-enabled AI system providing real-time crop disease diagnosis via web and WhatsApp interfaces. Helps farmers in rural areas detect diseases and get actionable treatment recommendations instantly through natural conversation.

PythonComputer VisionSpeech ProcessingFastAPIWhatsApp APIPyTorch

Key Features

  • Real-time disease detection via camera input
  • Multi-language voice interface
  • WhatsApp integration for field accessibility
  • FastAPI backend with sub-200ms response
Research Project

Deepfake Detection Platform

ResNeXt + LSTM Pipeline

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.

PyTorchResNeXtLSTMFlaskChrome Extension APIOpenCV

Key Features

  • Dual-stream ResNeXt + LSTM architecture
  • Chrome Extension for instant web verification
  • 90%+ detection accuracy on benchmark datasets
  • Frame-level confidence scoring with heatmaps
Systems AI

Autonomous Cyber Defense System

Multi-Agent RL for Network Security

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.

PythonPyTorchMulti-Agent RLNetwork AnalyticsGymnasium

Key Features

  • Hierarchical MARL with strategic + tactical agents
  • Real-time anomaly detection & classification
  • Autonomous threat mitigation protocols
  • Network graph-based state representation
Journey

Experience & Education

A track record of building real AI systems — from academic research to production deployments for global clients.

icode Studios — <you imagine, WE code> official logo
Workicode Studios — <you imagine, WE code>

Founder & CEO

icode Studios — <you imagine, WE code>

Pakistan & Remote2025 — Present

Founded and leading icode Studios — an AI engineering & custom software development studio delivering production AI systems, LLM pipelines, and full-stack applications.

  • Leading AI product strategy, system architecture & client solution design
  • Building custom RAG architectures, LLM fine-tuning & agentic workflows
  • Delivering scalable web, mobile & cloud software for global clients
University of Haripur official logo
EducationUniversity of Haripur

BS Artificial Intelligence

University of Haripur

Haripur, Pakistan2022 — 2026

Completed Bachelor of Science in Artificial Intelligence focusing on Computer Vision, Deep Learning, and real-world AI applications.

  • Completed Deepfake Detection System combining ResNet + LSTM architectures
  • Object Detection projects using YOLO (Number Plate & Smartphone Detection)
  • Specialized in Deep Learning, Computer Vision & Pattern Recognition
Work

Machine Learning Engineer Intern

Avant Labs

Islamabad, Pakistan2024 — Present

Developed and trained Machine Learning models and Convolutional Neural Networks (CNNs), while gaining hands-on introduction to mobile integration using Flutter.

  • Trained & optimized Machine Learning models & CNNs
  • Gained hands-on experience with Flutter mobile app integration
  • Worked on model inference and backend pipeline optimization
Work

Data Entry & Data Visualization Intern

Galant Engineers

Islamabad, Pakistan2023 — 2024

Managed complex data entry, data cleaning, statistical analysis, and interactive visual dashboards for engineering workflows.

  • Cleaned, structured, and validated large-scale datasets
  • Created interactive data visualizations and executive dashboards
  • Streamlined reporting workflows for engineering analytics
Work

Freelance AI Engineer

Upwork & Fiverr

Remote — Worldwide2023 — Present

Delivered end-to-end AI and computer vision solutions for international clients on Upwork and Fiverr.

  • Built custom object detection & NLP pipelines for clients
  • Developed AI-powered chatbots & intelligent backends
  • Delivered production-ready ML solutions globally
GIKI — Ghulam Ishaq Khan Institute official logo
EducationGIKI — Ghulam Ishaq Khan Institute

Advanced AI Bootcamp 2026

GIKI — Ghulam Ishaq Khan Institute

Topi, Swabi, Pakistan2026

Attended an intensive Advanced AI Bootcamp at GIKI covering cutting-edge Generative AI, RAG, Large Language Models, and production deployment pipelines.

  • Full RAG (Retrieval-Augmented Generation) & NLP Architectures
  • Deep Learning & LLM Fine-Tuning (LoRA / QLoRA)
  • End-to-End MLOps & LLMOps Pipeline Engineering
Verified Credentials

Certifications & Specializations

Continuous learning credentials from leading AI organizations including Anthropic, IBM, DeepLearning.AI, and Vanderbilt University.

Jul 2026

Certificate of Completion: Claude 101

Anthropic

ID: rqyino9f2azv
Claude AIPrompt EngineeringLLM APIs
Jul 2026

AI Fluency Framework & Foundations

Anthropic

ID: 9p7xdnwknfz6
Prompt EngineeringAI Foundations
Jun 2025

Develop Generative AI Applications: Get Started

IBM

ID: JYEPO77WHTAV
Generative AIApplication DevelopmentPython
Jun 2025

Build RAG Applications: Get Started

IBM

ID: 7RFD0U06D9A1
RAG PipelinesVector DatabasesLangChain
Feb 2025

Generative AI and Model Selection

Vanderbilt University

ID: V5YQQLJLG755
Model SelectionLLM EvaluationFine-Tuning Strategy
Feb 2025

AI For Everyone

DeepLearning.AI

ID: P9ZL6GAT5SSJ
AI StrategyMachine Learning ConceptsAI Ethics
Sep 2023

Hack N' Connect

Ghulam Ishaq Khan Institute (GIKI)

Computer NetworkingSystems
2026

AI Agents in LangGraph (Short Course)

Coursera / DeepLearning.AI

LangGraphAgentic WorkflowsMulti-Agent Systems
2026

Python for Data Science, AI & Development

IBM / Coursera

PythonPandasData ScienceAPI Integration
2026

Foundations of Cybersecurity

Google / Coursera

CybersecurityNetwork SecurityThreat Analysis
Get In Touch

Let's Build Something Together

Whether you have a project in mind, want to collaborate, or just want to say hi — my inbox is always open.

Location

Pakistan 🇵🇰 — Available Remotely

Response Time

Usually within 24 hours