What Is Concept Drift And Why Does It Go Undetected?

‍What is Drift?

Data Drift

Concept Drift

Understanding Concept Drift

Types of concept drift(Image by Author)
Visual Representation of Sudden Drift | Data Source: J.P. Morgan Research | Image by Author

Gradual Drift

Recurring Drift

Visual representation of Weekly Sales | Image By Author

Dealing with Concept Drift

Causes of drift

How to detect drifts?

How to prevent drifts?

Model Monitoring Best Practices

Conclusion

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