I'm Steel Cardoza

My Methodology

I offer a continuous retainer meant to act as your MLOps governance team.

The Model Drift & Data Governance Audit

We'll start with a fixed-bid audit of your current system. You'll get a report outlining the exact vulnerabilities that will bog your team down in maintenance, and I'll know what I'm getting myself into by offering to manage it for you.

The MLOps Governance Retainer

This is a recurring-fee fractional service that maintains your ML model performance and uptime for you. Using your existing infrastructure, I'll install and operate all the training and inference architecture I've been able to hone in my years of professional experience.

This includes:
• Secure, Optimized Live Inference: Ensuring low latency and high uptime for field devices.
• Continuous Performance Monitoring: Real-time dashboards tracking drift, accuracy, and business metrics.
• Automated Retraining Architecture: Self-healing pipelines that intervene before accuracy degrades.

You secure continuous, mission-critical expertise without the overhead of hiring, training, and retaining a scarce, senior MLOps team.

I focus on prevention, implementing systems that alert and auto-correct before model drift impacts your inspection accuracy and drives up OPEX.

Long Term

Don't worry, you're not stuck with me forever. Hopefully, the time I save your business allows you to grow, eventually getting to a scale that would require a dedicated and internal MLOps team. Since I've done it before, I can help build that team, hand off knowledge and operations, congratulate you on your success, and we can go our separate ways.