New Course:Designing Production-Grade Deep Learning Pipelines, now on Udemy.Enroll
Ahmed Moussa

Teaching & Talks

Sharing the Work Beyond the Lab

Teaching, mentorship and research talks, from first-year classrooms to international conferences.

Talks & Presentations
Years Teaching & Mentoring
Universities: McMaster and GUC

McCall MacBain Fellowship · 2026–2027Competitively selected for the McCall MacBain Teaching & Leadership Program, which develops future academic educators and leaders.

Online Course · Udemy

Production-Grade Deep Learning Pipelines: TFX & Vertex AI

8 Hours of Video · 14 Resources · 2 Articles · Companion Code on GitHub

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Teaching Philosophy

How I Teach, and Why It Matters

01 / 05

Research-Informed Teaching

My teaching is directly shaped by active research in ML-powered infrastructure systems. Students engage with live methods — risk modeling, intelligent asset management, geospatial analytics — through real datasets and case studies drawn from ongoing work.

This connection between lab and classroom means students are not learning yesterday’s tools; they are engaging with approaches at the frontier of their field. Graduate mentorship extends this further: students participate in research planning, manuscript development, and scholarly dissemination as co-contributors, not passive observers.

Student Advising & Mentorship

Guiding Students From Inquiry to Contribution

Across McMaster University and GUC, I have advised both undergraduate and graduate students — providing academic guidance, research mentorship, and career development support at every stage, from first-year coursework through to thesis completion and peer-reviewed publication.

Undergraduate

Academic Guidance

Supporting undergraduate students in coursework, analytical methods, and problem-solving approaches — building the quantitative and computational foundations needed for advanced study and engineering practice.

Graduate

Research Planning & Execution

Supervising graduate researchers through the full research lifecycle — problem framing, methodology selection, analytical execution, and interpretation of results — with a focus on rigorous, reproducible practice.

Graduate

Scholarly Communication

Guiding the preparation of peer-reviewed manuscripts and conference papers — from first draft to submission — helping graduate students develop their research voice and meet the standards of high-impact journals.

Undergraduate & Graduate

Career & Academic Pathways

Advising students at all levels on graduate program pathways, research positioning, and professional development — connecting academic work to long-term career trajectories in research, industry, and engineering practice.

Mentorship OutcomesUndergraduate students mentored into graduate programs; graduate researchers supervised to thesis completion and co-authored journal publications — with junior researchers developed into independent contributors across ML and infrastructure engineering.

Talks & Presentations

Research Shared Across Conferences, Symposia, Seminars and Lectures

Showing 9 talks.

  1. 2026

    1. Oct
      Presentation

      Deep Learning-driven Natural Hazard Forecasting

      MacPherson Institute, McMaster University · Hamilton, ON · In Person

  2. 2025

    1. Nov
      Lecture

      Crash Course on Machine and Deep Learning

      Faculty of Engineering, McMaster University · Hamilton, ON

  3. 2024

    1. Jun
      Symposium

      Drones for Heavy Cargo Transportation in Modern UFT Networks

      Smart Freight Centre Symposium, University of Toronto · Toronto, ON

    2. May
      Conference

      Investigation of Heavy Cargo Drones for Last-Mile Delivery

      Canadian Transportation Research Forum (CTRF) Annual Conference · Kelowna, BC

    3. Apr
      Seminar

      Resilience-Driven Project and Asset Management

      Engineering Seminar Series, McMaster University · Hamilton, ON

  4. 2023

    1. Jun
      Invited Talk

      Drones for Last-Mile Delivery Projects: Current and Future Pathways

      Smart Freight Centre, McMaster University · Hamilton, ON

    2. May
      Seminar

      Optimizing Canada's Infrastructure Asset Management Decisions

      Engineering Seminar Series, McMaster University · Hamilton, ON

  5. 2022

    1. May
      Seminar

      Managing Hyper Risks in a Hyper-Connected World

      Engineering Seminar Series, McMaster University · Hamilton, ON

  6. 2021

    1. May
      Seminar

      Resilience-Driven Infrastructure Project Management

      Engineering Seminar Series, McMaster University · Hamilton, ON · Virtual

Let's Build Something That Matters

If you have a decision that depends on predicting risk in a complex system, I'd like to hear about it.

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