Software Engineer, Machine Learning
Jaguar Land Rover
Jul 2020 - Sep 2022 (2 years 3 months)
- Designed, optimized, and fine-tuned CNN architecture for spectrogram engine noise audio data using PyTorch
- Invented and patented a data processing technique to improve audio data quality, increasing F1-score from 82% to 93.6%
- Established MLOPs pipeline by integrating GCP and GitLab for automated training, deployment, and inference
- Ported model to C++, reducing inference compute requirements by 3x for mobile deployment