Natural Language Processing
A practical introduction to NLP, from classical text processing to modern transformer models and retrieval-augmented generation, and multi-agent systems with hands-on labs.
Spring 2025 · Winter 2026
Sudbury / Toronto, Ontario, Canada
Senior ML Engineer & AI Contractor | AI/NLP/Linux/Cloud Educator
I design and ship agentic AI and LLM systems in production, and I teach the next cohort of ML engineers.
Focus
Capabilities
A working toolkit spanning research-grade ML and production engineering. Proficiency reflects hands-on, shipped work, not coursework.
Track record
Building and shipping ML systems in production, and teaching the craft.
Toronto, ON (Remote)
Delivered production agentic/RAG systems across multiple client engagements.
Sudbury, ON
Teaching applied AI/NLP and Linux to college students.
Dhaka, Bangladesh
Dhaka, Bangladesh
End-to-end product R&D on computer vision, NLP and edge devices.
Foundations
Computer Science (Machine Learning / NLP focus)
Laurentian University · Sudbury, Ontario, Canada

Computer Science & Engineering
Ahsanullah Univeristy of Science and Technology · Dhaka, Bangladesh
Tensorflow.org
Udacity
In the classroom
Translating production ML practice into the classroom across AI, NLP, Cloud and Linux.
A practical introduction to NLP, from classical text processing to modern transformer models and retrieval-augmented generation, and multi-agent systems with hands-on labs.
Spring 2025 · Winter 2026
Co-supervised 14 students on their Ontario Graduate Certification capstone project on applied AI/genAI.
Spring 2025
Azure Cloud Computing Fundamentals, Architecture and Management, Monitoring, Serving, Security
Spring 2026
AI fundamentals for Business analytics students covers basics python, plotting, ETL, Learning libraries, working with Power BI, case study, Machine learning Algorithms.
Spring 2026
Hands-on Linux fundamentals for engineers: the shell, system administration, and automation.
Winter 2025 · Spring 2025 · Winter 2026
blend of theory and hands-on activities on advanced Linux topics like regular expression, storage management, Running Cron jobs, managing logs, secure transfers, system performance tuning, SELinux, controlling boot processes, and running containers
Fall 2024 · Fall 2025
Get in touch
Reach me directly through any channel below, or book a call. By design there is no contact form on this site.
Prefer to talk?
Pick a time that works for you. Availability is pulled from a live calendar.
Book a callWhat changes when a RAG system stops being a demo and has to serve real users: retrieval quality, tool use, evaluation, and guardrails.
You do not need a platform team to ship models reliably. A pragmatic MLOps stack for small teams using containers, CI/CD, and managed cloud.