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Machine Learning Model Monitoring in Production: Mitigating Decay

Type of course:

Digital learning, Lesson

Language:

EN

Duration:

10 minutes

Workload:

2 hours

Proficiency:

Intermediate

Target:

Manager, Professionals, Workers

One of the key problem related to Machine Learning model in production is model decay. But Let’s explore in this video-lecture various strategies to apply once model decay has been identified.
This nugget discusses the following questions:
How to mitigate model decay?How to form a new training dataset?
What are the re-training strategies for Machine Learning model in production?
When to retrain the model?


Learning outcomes

  1. Discuss various retraining strategies
  2. Outline different methods for data curation
  3. List various retraining triggering events

Topics

Digital Transformation, Artificial Intelligence (AI)

Content created in 2023
+266 enrolled
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