Description
Product Category: Best Practices Guides
Format: PDF
Best Practices for AI Model Maintenance and Lifespan Management
The deployment of an AI model marks the beginning of a complex lifecycle that requires careful management to maintain performance, reliability, and relevance. Model degradation, data drift, and changing business requirements necessitate a systematic approach to maintenance and updates. This guide outlines comprehensive best practices for managing AI models throughout their operational life, addressing key areas such as performance monitoring, retraining strategies, version control, and retirement planning. Understanding and implementing these practices is crucial for organizations to maintain the effectiveness of their AI investments while ensuring continuous alignment with business objectives and regulatory requirements.
Paid subscribers can login and download the PDF file. In addition to this, there are 100 other Best Practices guides in this series. For a complete list of Best Practices, please visit https://www.kognition.info/best-practices-guides/
