28、Mastering Continuous ML: Strategies for Success

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于 2025-09-20 11:23:08 发布

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分类专栏：机器学习的可靠性革命文章标签： Continuous ML model launch A/B testing

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Mastering Continuous ML: Strategies for Success

1. New Model Launches in Continuous ML

In a Continuous ML system, after a model has been running for some time, there comes a point when a new version needs to be launched. This could be due to various reasons:
- Quality improvement : Using a larger model version with better serving capacity.
- Feature enhancement : Incorporating new features that boost predictive performance.
- Cost reduction : Adopting a more efficient model architecture to cut down serving costs.

However, launching a new model is fraught with uncertainty. Offline testing and validation, while useful, can’t provide a complete picture, especially in a feedback loop s