From model development to production — everything you need to know about MLOps and how it solves AI deployment problems.
#mlops#devops#production
What is MLOps?
MLOps is a field that combines Machine Learning and DevOps. Its goal is to transform AI models from isolated experiments into reliable, maintainable production systems.
Why is MLOps Necessary?
The statistics are concerning:
**87%** of AI projects never reach production
**53%** of models that are deployed see their performance degrade within months
MLOps solves this problem.
Core MLOps Components
1. Experiment Tracking
**MLflow** — Records every experiment, parameters, and results