Sami
Bennane
AI · Embedded Systems · Innovation
Building the bridge between hardware precision and strategic intelligence — at Mines Saint-Étienne, one of France's most selective engineering schools.
Bridging Hardware
& Strategic Vision.
I am an engineering student at Mines Saint-Étienne, bridging the gap between hardware reliability and AI innovation.
My technical core lies in building scalable embedded systems (STM32, IoT) and secure architectures. I believe engineering isn't just about execution — it's about understanding the world technology shapes.
Deeply invested in the geopolitics of technology, I tackle challenges related to digital sovereignty and AI ethics. My goal: design solutions that are technically flawless, strategically autonomous, and socially responsible.
Skills &
Technologies.
C
C++
Python
SQL
Bash
STM32
KiCad
PartQuest
Arduino
TTN
TensorFlow
Linux
DevOps
Jupyter
Scikit-Learn
VS CodeAcademic
Journey.
Next Destination
Polytechnique Montréal
Selected for an academic exchange specialising in Artificial Intelligence & Data Science. Top 10 Shanghai Ranking 2025 (AI Domain).
Professional
Experience.
Community &
Volunteering.
Language
Proficiency.
Language is the bridge to cultural understanding. I value multilingualism as a tool to broaden my horizon and connect with diverse minds.
Selected
Projects.
A curated selection of academic and personal projects demonstrating technical expertise and a passion for solving complex challenges.
View source on GitHubRNN vs CNN for Image Classification
Comparative study evaluating RNNs versus CNNs on image data — accuracy, training behavior, and computational efficiency.
Ligue 1 Match Prediction
ML project predicting football outcomes using mathematical foundations rather than just libraries.
Acoustic Transduction
Analog signal chain design for sound capture & FFT validation. Bode analysis and frequency response characterisation.
Ascon-128 Cryptography
Hardware implementation of lightweight encryption (AEAD128) on FPGA using SystemVerilog.
"Engineering goes beyond execution — it requires understanding the world that technology shapes. Technical mastery must meet strategic insight."
Strategic Analysis
& Essays.
Let's Build the
Future Together.
Open to opportunities in AI, Embedded Systems, and Data Strategy. Whether you have a project, a question, or just want to say hi — I'll get back to you.