Artificial Intelligence
John Hambardzumian · Full Stack & Mobile Developer | Node.js, React Native, PHP, Laravel | 7+ Years Building Scalable Web & Mobile AppsMar 18, 20261 min read
MLOps: Scaling Machine Learning in Production Systems
John Hambardzumian · Full Stack & Mobile Developer | Node.js, React Native, PHP, Laravel | 7+ Years Building Scalable Web & Mobile AppsMar 18, 20261 min read
Introduction
MLOps is the discipline of operationalizing machine learning models in real-world applications.
Global Trends
Search interest in MLOps continues to grow as AI adoption expands.
Companies Using MLOps
- Netflix
- Uber
Tools
- Kubeflow
- MLflow
- Vertex AI
Developer Impact
Engineers now manage data pipelines, model training, deployment, and monitoring.
Future
MLOps will merge with AI engineering practices.
Written by John Hambardzumian
Full Stack & Mobile Developer | Node.js, React Native, PHP, Laravel | 7+ Years Building Scalable Web & Mobile Apps. Focused on React Native and full-stack development.