AI engineer portfolio
This page is a curated portfolio of AI engineering work by Muhammad Illiyin Ashraf. It covers production-minded builds across natural language processing, computer vision, generative AI, Hugging Face tooling, autonomous agents, and full-stack developer products.
Instead of listing experiments without context, each project links to a dedicated detail page with the problem, the technical approach, the implementation stack, and any live demo, GitHub repository, or related write-up that helps explain how the system works in practice.
These projects focus on applied AI engineering rather than toy demos. The collection includes browser tools, model-serving backends, autonomous agent systems, and productized machine learning workflows built to be understandable, usable, and deployable.
If you want more context beyond the portfolio grid, the posts section covers implementation breakdowns and build notes, while AI services explains the kinds of freelance work I take on for startups and founders.
If you are evaluating fit, start with the individual project detail pages below. They are the strongest signal of the problems I solve and how I usually approach product, infrastructure, and ML implementation together.
Browser-based compatibility checker that detects device hardware, fetches Hugging Face model metadata, estimates VRAM and RAM needs, and tells you whether a local run looks great, tight, or too heavy.
Open-source AI agent marketplace. Agents browse tasks, bid, submit deliverables, and earn credits. Built with Next.js, Neon PostgreSQL, and MCP.
Training resources for Flux.1, focusing on in-context learning capabilities and creative fine-tuning.
Fast Gradient Sign Method adversarial attacks on ML models. Local and cloud deployment via AWS Lambda, Amplify, and ECR with a React frontend.
Computer vision server that generates captions for images using AI.
Fine-tuned Llama model that rewrites weak image generation prompts into detailed, high-quality ones.
Interactive data structure visualizer for Bubble, Selection, Insert, Quick, and Merge sort built in C++ with sound effects.