HDD Algorithms & Firmware R&D
Statistical analysis and next-generation firmware algorithms to improve hard disk drive throughput.
- Year
- 2021
- Role
- Hard Disk Drive Algorithms/Firmware R&D Co-op
- Stack
- Python · NumPy · SciPy · Pandas · Docker
Overview
As an R&D co-op at Western Digital, I analyzed hard disk drive performance characteristics using Python's statistical stack (NumPy, SciPy, Pandas) to inform next-generation firmware algorithms aimed at improving HDD throughput.
I also built embedded workloads for onboard HDD training and set up Docker-based OS-level virtualization to host and run models during development.
Highlights
- Analyzed HDD performance data to guide next-gen throughput algorithms.
- Built embedded workloads for onboard HDD training.
- Containerized model workloads with Docker for reproducible runs.