Ali El HabchiRESEARCH · ENGINEERING · TEACHING

COMPUTER VISION · APPLIED AI

Teaching
machines
to see.

I'm Ali, an AI researcher, engineer, and educator connecting visual perception with systems that work in the real world.

Illustrated drone flight path, camera footprint and ground target over terrain contours
01 / THE WORLD THROUGH A CAMERAPerception → understanding → action
Assistant Professor · ENIAD BerkanePhD in Computer Science & AIScroll to explore ↓

01 / SELECTED WORK

Ideas, built into systems.

A selection of research and engineering work across aerial perception, production ML, and geometry.

02 / A SMALL EXPERIMENT

What does a
filter actually see?

Take an image apart. Change a kernel. Follow the calculation behind a single pixel.

Enter the vision lab

An interactive teaching experiment. Runs in your browser.

SOBEL / HORIZONTAL DERIVATIVE
-101-202-101
A SMALL MATRIX. A DIFFERENT PERSPECTIVE.

03 / RESEARCH

Questions worth
looking into.

My PhD explored UAV navigation through computer vision and deep learning. My interests include obstacle perception, depth and motion, aerial geolocation, and efficient deployment.

Research & publications ↗
Ali El Habchi

04 / BEYOND THE MODEL

Research informs the engineering.
Practice informs the teaching.

I teach AI and software engineering at ENIAD Berkane, drawing on hands-on work with embedded vision, production ML, and software systems.

A little more about me ↗

05 / START A CONVERSATION

Have a problem
worth exploring?

For research collaborations, applied AI projects, or a conversation about teaching computer vision.

elhabchiali@gmail.com ↗