MSc CS | AI + MLOps
Muhammad Zain is an AI/ML Engineer focused on RAG, agentic systems, NLP pipelines, and scalable ML APIs. I build reliable AI products for healthcare, legal, recruiting, and workflow automation use cases.
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
AI/ML Engineer building production AI systems that automate workflows and drive measurable business outcomes. Specialized in NLP, RAG, agentic AI, and scalable ML APIs across healthcare, legal, recruiting, and business automation domains.
Focused on transforming complex data and workflows into reliable AI products that improve efficiency, support better decisions, and deliver practical value through scalable engineering and modern machine learning technologies.
Focused AI engineering support for teams that need working systems, not experiments.
Retrieval systems, tool-using agents, and workflow automation for document-heavy operations.
Document aware AI assistants powered by vector search and retrieval augmented generation.
Pipelines for resume screening, content operations, intake processing, and internal team workflows.
FastAPI services with evaluation, monitoring, vector search, and deployment-ready architecture.
Extraction, classification, summarization, OCR, and reasoning over messy business documents.
Healthcare, legal, recruiting, and operations-focused AI systems built around measurable outcomes.
The strongest proof of the portfolio: deployed systems, applied AI workflows, and domain-specific ML products.
AI Medical Encoder
An AI-based medical encoder built on LLaMA 3.2 (3B) that automates ICD-10 code assignment, cutting manual effort and reducing time complexity by ~50% in pilot evaluations.
AI LegalAgent
Law.co designs and deploys secure legal AI infrastructure for law firms, legal departments, and regulated organizations — including private LLMs, agentic AI workflows, legal document intelligence, and enterprise-grade automation systems.
AI Recruiter
Recruiting assistant that ranks candidates and extracts interview insights from resumes.
SEO + Marketing Agent
Automated content and SEO pipelines that draft, optimize, and publish scaled content with analytics.
ASD Detector
Built an AI powered image classification pipeline for Autism Spectrum Disorder detection, automating feature extraction and inference to support scalable early screening workflows.
Xeven Solutions, Pakistan
Developed and deployed end-to-end AI solutions for multiple clients at an AI-focused engineering firm.
AI Freelance | Self-employed
Currently focusing on building production-grade AI systems, RAG pipelines, and scalable model APIs for startups and SMEs.
University of Tartu, Estonia
2025 - Present
Focus on machine learning, distributed systems, and applied AI research.
University of Engineering and Technology, Pakistan
2020 - 2024
Core coursework in algorithms, databases, and software engineering.
Corvit Systems, Pakistan
Completed hands-on certification in applied AI, model deployment, and production best-practices.
3+
Years Experience
10+
AI Projects
Always
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