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AI Medical Encoder · Clinical Intelligence Suite
AI medical encoder on LLaMA 3.2 (3B) that automates ICD-10 coding, cutting manual review time ~45% in pilots.
MSc CS | AI + MLOps
accelerate . Building production AI systems that accelerate Efficiency.
I'm Muhammad Zain, an AI/ML Engineer who builds production AI systems — not demos. I work across RAG, agentic systems, NLP pipelines, and scalable ML APIs, shipping reliable products for healthcare, legal, recruiting, and workflow automation. My focus is clean engineering and measurable outcomes — systems that keep working long after the demo.
Available for full-time roles & freelance
LangChain
FastAPI
Python
TensorFlow
PyTorch
Hugging Face
AWS
Ubuntu
Ollama
Qdrant
Docker
PostgreSQL
Postman
Redis
Pandas
NumPy
LangChain
FastAPI
Python
TensorFlow
PyTorch
Hugging Face
AWS
Ubuntu
Ollama
Qdrant
Docker
PostgreSQL
Postman
Redis
Pandas
NumPy
Experience
Markavy · Remote (Seattle, Washington)
AI/ML Engineer
Building production AI systems and ML-driven features as part of a remote engineering team.
Xeven Solutions Lahore, Pakistan
Associate Machine Learning Engineer
Developed and deployed end-to-end AI solutions for multiple clients at an AI-focused engineering firm.
AI Freelance | Self-employed
AI Engineer & Consultant
Currently focusing on building production-grade AI systems, RAG pipelines, and scalable model APIs for startups and SMEs.
Services
RAG & Agent Workflows
RAG & Knowledge Systems
AI Workflow Automation
Production LLM APIs
NLP & Document Intelligence
Domain AI Systems
Selected Projects
AI LegalAgent · Law.co
Developer on the team that built Law.co — secure legal AI infrastructure with private LLMs, agentic workflows, and document intelligence.
AI Recruiter · Talent Intelligence Pipeline
Recruiting assistant that ranks candidates and surfaces interview insights from resumes to speed up shortlisting.
SEO + Marketing Agent · Growth Automation Studio
Automated content and SEO pipelines that draft, optimize, and publish at scale — drove 3x indexed pages in 3 months.
ASD Detector · Research Project
Image-classification pipeline for Autism Spectrum Disorder detection, automating feature extraction for scalable early screening.
Education
University of Tartu, Estonia
MSc Computer Science
2025 - 2027
Focus on machine learning, distributed systems, and applied AI research.
University of Engineering and Technology, Pakistan
BSc Computer Science
2020 - 2024
Core coursework in algorithms, databases, and software engineering.
Certifications
Corvit Systems, Pakistan
Certified AI Engineer
Completed hands-on certification in applied AI, model deployment, and production best-practices.
Technical Skills
- Programming
- Python
- Backend & APIs
- FastAPI, REST APIs
- Databases
- PostgreSQL, MS SQL, Redis
- Vector Databases
- Qdrant, Pinecone, PGVector, FAISS
- LLMs & Agentic Systems
- Transformers, RAG Pipelines, Prompt Engineering, LoRA/QLoRA Fine-tuning, LangChain, LangGraph, LangSmith, HuggingFace, Ollama, OpenAI, Llama
- Computer Vision
- OpenCV, OCR, VLMs
- Speech Processing
- Speech-to-Text (STT), Text-to-Speech (TTS)
- Data Processing
- Pandas, NumPy, PDF and text data parsing
- Machine Learning & Deep Learning
- Scikit-learn, PyTorch, TensorFlow
- Infrastructure & Tools
- Docker, AWS (EC2, S3), Git, Linux (Ubuntu)
2+
Years Experience
10+
AI Projects
Always
Shipping