Humza Ali
@humzaali
I build and operate production machine learning systems across computer vision, NLP, and MLOps.
PakistanWhat I'm looking for
I've delivered 12+ production ML systems for international clients, taking computer vision and NLP products from data pipelines and model training through containerized deployment. My work includes YOLO detection and segmentation, CNNs, Transformer-based NLP, and a client-facing RAG service built with FastAPI, ChromaDB, hybrid retrieval, and reranking.
I've also contributed to ML engineering at Intelliifyx, evaluated frontier coding models for Anthropic via Revelo, and teach data science and ML fundamentals at Aptech Karachi. I build reliable ML infrastructure with PyTorch, Docker, MLflow, AWS, Terraform, and monitoring tooling.
Experience
Work history, roles, and key accomplishments
AI/ML Associate Faculty
Aptech Karachi
May 2026 - Present (4 months)
Teach Data Science, ML fundamentals, and inferential statistics to 33 students across 2 cohorts; designed and delivered 40+ hands-on sessions across Python, MongoDB, and applied statistics.
Freelance Machine Learning Engineer
Independent Contractor
Dec 2022 - Present (3 years 9 months)
Delivered 12+ production ML systems for international clients, owning the lifecycle from data pipeline through deployment. Built computer vision annotation pipelines and a production RAG service.
Evaluated frontier coding models on real-world GitHub issues, producing structured PR reviews and comparative assessments of debugging, error handling, and code-generation correctness.
Machine Learning Engineering Intern
Intelliifyx
Aug 2025 - Oct 2025 (2 months)
Contributed across the ML lifecycle including data preprocessing, feature engineering, model training, deployment, and monitoring.
Education
Degrees, certifications, and relevant coursework
Sukkur IBA University
Bachelor of Science, Software Engineering
2020 - 2025
Activities and societies: 2x winner, Sukkur IBA DataCamp XP Competition
Pursued a BS in Software Engineering with a focus on Artificial Intelligence and Machine Learning. Won the Sukkur IBA DataCamp XP Competition twice.
Availability
Location
PakistanAuthorized to work in
Portfolio
github.com/Hamza-Ali0237Salary expectations
Social media
Job categories
Skills
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