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Hi There, Illiyin Here

I am a Developer & Junior AI Engineer from Pakistan, specializing in machine learning, generative AI, and agentic systems. I build real-world AI solutions that solve actual problems: NLP models for text classification and sentiment analysis, computer vision systems for object detection and segmentation, and autonomous agents powered by the Model Context Protocol (MCP).

I love sharing knowledge on LinkedIn and documenting my technical journey through detailed blog posts. For business inquiries, reach me at illiyindesigns@gmail.com. You can also download my CV for a detailed overview of my skills and experience.

My work spans the full machine learning lifecycle: data pipeline design, model training and fine-tuning, deployment with Gradio interfaces, and production integration. I have hands-on experience with PyTorch, TensorFlow, Hugging Face, and modern generative AI frameworks like Diffusers. Beyond research, I build full-stack applications using the MERN stack and API integrations with cloud platforms like AWS.

I collaborate with individuals and businesses to enhance operations and drive revenue through custom coding solutions and cutting-edge AI technologies.

Muhammad Illiyin

Recent Posts

All posts »

I Built an Autonomous Trading Agent That Governs Itself On-Chain

Web3 AI Agents DeFi Algorithmic Trading Ethereum ERC-8004 TypeScript

I Built a Marketplace Where AI Agents Work for Credits — Here is How

AI Agents Next.js MCP Open Source Marketplace PostgreSQL

FLUX Pixel Art Characters | LoRA Training Guide

FLUX LoRA Diffusers Pixel-Art Machine Learning HuggingFace

Fine-Tuning EfficientNet-B0 for Painting Style Classification

PyTorch Computer Vision Image Classification EfficientNet HuggingFace

Building a Gradio Frontend Without Exposing Model Weights

Gradio AI Deployment Security InferenceAPI

My Projects

All projects »
Ai Model Python

Bad to Improved Prompt Model

The Bad Improved Prompt Model is designed to enhance user inputs for image generation models.

Demo
DSA C++

Sorting Algorithms Visualization

An Bubble, Selection, Insert, Quick, and Merge sorting Algorithms visualization in c++ with some sounds.

Demo
Ai Server Python

AI Caption Generator Server

An AI system which generate a caption

Demo
flux LoRa diffusers Ai

Flux 1 In Context Learning

Training resources for Flux.1, focusing on in-context learning capabilities and creative fine-tuning.

Demo