Hamza Essafar
Undergraduate Electrical Engineering Student & Researcher.
Associate's Degree in Electrical Engineering Undergraduate Researcher
Featured Work
All projects →A Reproducibility Analysis of Memristive Spiking Neural Networks with Spatio-Temporal Backpropagation
An in-depth exploration of memristor device behavior combined with SNN architectures. Investigating the optimization of training convergence rates using STBP algorithms. Built entirely with customized modeling layers to track spatio-temporal data across network nodes.
High-Frequency Trading Architecture Exploration via Neuromorphic Alternatives
A exploratory conceptual study researching the application of parallel neuromorphic hardware platforms (MSNN) to process L2 Order Book Data and limit order books as a low-latency alternative to traditional FPGA-based HFT engines.
Edge AI Predictive Maintenance System via ESP32 Multi-Sensor Array
End-to-end design of an intelligent, multi-sensor embedded module optimized for real-time motor health diagnostics. Implemented lightweight anomaly detection directly on-chip to predict mechanical failure thresholds.
Recent Updates
- August 2026Technical Internship at Coca-Cola Systems, Agadir.
- June 2026Developing Edge AI Predictive Maintenance Framework on ESP32-S3.
- April 2026A Reproducibility Analysis of A Novel Two Layer Memristive Spiking Neural Network.
- February 2026High Frequency Trading and Predicting Price Movements with Memristive Spiking Neural Network
- September 2025Began DUT in Electrical Engineering at EST Guelmim.