How can I effectively scale Akita models in production?

How can I effectively scale Akita models in production?

To scale Akita models effectively, consider using container orchestration tools like Kubernetes to manage deployments.

What are the best practices for monitoring these models?

Implement logging and monitoring solutions such as Prometheus and Grafana to track model performance and health.

Can I automate the scaling process?

Yes, you can use auto-scaling features in Kubernetes to automatically adjust the number of replicas based on load.

What challenges should I be aware of?

Common challenges include managing stateful data, ensuring low latency, and handling model versioning during updates.