How can I effectively log and monitor AI systems?
To effectively log and monitor AI systems, you should implement structured logging, use monitoring tools, and set up alerts.
What specific tools do you recommend for monitoring?
Some popular tools include Prometheus for metrics, ELK Stack for logging, and Grafana for visualization.
How do I ensure the logs are useful for debugging?
Make sure to include context in your logs, such as timestamps, error codes, and user actions, to aid in debugging.
Can I automate the monitoring process?
Yes, you can automate monitoring using scripts and tools that trigger alerts based on predefined thresholds.
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