Thoughts & Writings

The AI & Hardware Blog

Exploring the intersection of deep learning, embedded systems, and technology trends.

Edge AI March 8, 2026

Optimizing Neural Networks for Microcontrollers

A deep dive into quantization and pruning techniques to fit complex computer vision models onto resource-constrained STM32 and ESP32 devices.

Hardware Design February 24, 2026

Designing Custom PCBs for Autonomous Rovers

Lessons learned from designing a power distribution and motor control board for a Jetson Nano-powered ROS rover navigating unmapped terrain.

Machine Learning January 15, 2026

Transformers vs CNNs for Time-Series Data

Comparing the performance and latency of 1D CNNs against lightweight Transformers for classifying high-frequency EEG sensor data on the edge.

Career December 2, 2025

Breaking into AI as an Electrical Engineer

My journey from soldering circuits to training PyTorch models, and why a hardware background gives you a unique perspective in the AI space.