Monitoring

_Summary:

Welcome to the section on Monitoring Your Model! In this section, you'll discover why monitoring your AI solutions in production is so important. Once you've built and deployed an AI model, it's critical to ensure that it continues to function effectively and deliver the expected results over time. However, with changing data, shifting user behavior, and evolving business conditions, AI models can become less accurate or even completely obsolete if they are not regularly monitored and updated. In this section, you'll learn how to effectively monitor your AI solutions, detect potential issues, and take corrective action to improve performance. You'll explore various tools and techniques for model monitoring, such as performance metrics, anomaly detection, and A/B testing. By the end of this section, you'll have a clear understanding of how to maintain the effectiveness of your AI solutions in production, and be equipped with the necessary skills and tools to ensure the ongoing success of your AI initiatives.

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