Kubernetes machine learning is reshaping the tech landscape, enabling AI scalability.Open-source tools like Kubernetes offer transparent infrastructures and remove vendor lock-in.Companies leveraging Kubernetes experience streamlined infrastructure management and operational resilience.Adoption of open-source tools raises new challenges in security and regulatory compliance.