Michael Ross
Founder and ML Lead @ Ballhawk Sports Analytics
- Role
- Founder and Lead Ml Engineer at Ballhawk Sports Analytics
- Location
- Austin, TX, US
- LinkedIn followers
- 500 followers
About Michael Ross
Enthusiastic engineer specializing in the integration of hardware and software systems. Experienced in HDLs, digital logic design, data systems, and machine learning, complemented by excellent interpersonal skills. Global perspective shaped by extensive international experiences. Committed to continuous learning and contributing to dynamic technical environments.
Experience
Founder and Lead Ml Engineer
Jan 2023 — Present · Austin, TX, US
Designed an end-to-end MLOps stack leveraging Python, OpenCV, YOLOv8/v11, Kubernetes, CircleCI, and Modal serverless GPUs, reducing model iteration cycles from weeks to hours and achieving 95%+ mAP on custom classes.• Automated a 20 TB video data pipeline—including scraping, frame extraction, labeling, training, and validation—enabling nightly ML model retraining and seamless integration with production deployment workflows.• Directed a distributed annotation team delivering labeled images within three months, boosting detection recall by 30% across two bespoke computer vision networks used in live and retrospective game analysis.• Deployed a proprietary pattern recognition engine generating route trees and tendency dashboards, reducing coaches’ film analysis time from 8 hours to 15 minutes per game, resulting in a pending utility patent.• Implemented DevOps best practices such as blue-green deployments, container hardening, and automated CI/CD gates, increasing release frequency threefold while nearly eliminating rollbacks.
Education
Purdue University
Master of Science - MS, Computational Engineering
Purdue University
Bachelor of Engineering - BE, Computer Engineering
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