Bernardo
Lozano

Electrical engineer working on machine learning for imaging and predictive maintenance — signal processing, time-series models, and the benchmarks that decide which one actually ships.

Open to full-time roles
Selected work 2025 — 2026
01
Foundation Models for Predictive Maintenance
TSFM-pdm-benchmark
Do time-series foundation models beat a carefully tuned LSTM at remaining-useful-life prediction? A controlled benchmark across public run-to-failure datasets.
Machine learning PyTorch Sensor data Benchmarking
18%
lower RMSE than
a tuned LSTM
Case study →
02
Burst Super-Resolution + ISP
burstSR-mamba-sthat
A Mamba and spatio-temporal-attention hybrid that fuses a burst of raw frames into one super-resolved image, inside a full ISP chain.
Computer vision Deep learning PyTorch Camera pipeline
+2.3 dB
PSNR over the
single-frame baseline
Write-up coming View repo ↗
03
Learned Image Demosaicing
ml-image-demosaicing
Reconstructing full-colour images from a Bayer mosaic with a learned demosaicer, measured against the classic interpolation pipeline.
Signal processing Neural networks PyTorch Camera sensors
−41%
colour error vs
bilinear interpolation
Write-up coming View repo ↗
More projects Coursework · clubs · labs
04 IC Fabrication Laboratory

Fabricated working integrated circuits on a silicon wafer in Notre Dame's NDNF cleanroom — a semester-long process spanning photolithography, oxidation, diffusion, and metallization, ending in electrical test of the finished dies.

Semiconductors Cleanroom Device testing
NDNF · Notre Dame
05 GPS/LoRa Asset Tracker

Custom KiCad PCB around a Raspberry Pi Pico 2 with LoRa and GNSS modules and USB-C/LiPo power-path management; firmware evolved from a superloop into a layered FreeRTOS design with ISR-driven GPS/LoRa I/O.

PCB design Embedded firmware Real-time systems
Embedded systems · Fall 2025
06 LinkedIn Job Board

Led a 12-person Data Club team building a job board for students — scraping pipeline, SQLite store, and a scikit-learn NLP matcher pairing resumes against 680+ scraped postings.

Team leadership Python NLP
Data Club · Fall 2025 View repo ↗
07 IrishSat Helmholtz Cage

3-axis Helmholtz cage driver generating precise ±125 µT fields with PWM-driven H-bridges and PID control in C++, cancelling Earth's magnetic field to ±0.1 µT to simulate low-Earth-orbit conditions for satellite hardware.

C++ Control systems Hardware testing
IrishSat · 2024 – 2025 View repo ↗
08 US Energy Consumption Map

C++ team project loading county-level energy data, computing per-capita consumption, and rendering an interactive 3D scatter-plot map that surfaces usage patterns across US regions.

C++ Data analysis Visualization
Coursework · 3-person team View repo ↗
Experience & education
Image Signal Processing Researcher Stevenson Lab · Jul 2025 – Present
Predictive Maintenance Intern Fanasa · Summer 2026
LinkedIn Project Lead Data Club · Fall 2025
Emerging Technologies Analyst Intern Cemex · Summer 2024
B.S. Electrical Engineering University of Notre Dame · Class of 2027