What are some examples of drift in AI?
An example of an AI chatbot conversation about drift in AI and its implications.
What are some examples of drift in AI?
Drift in AI refers to the changes in model performance over time. For example, a model trained on data from 2020 may not perform well in 2023 due to changes in user behavior or data distribution.
Can you give me a specific example?
Sure! A common example is in credit scoring models. If a model was trained on data before a major economic event, it might not accurately assess risk after the event, leading to biased decisions.
How can we detect drift in AI models?
Drift can be detected using statistical tests, monitoring model performance metrics, or comparing the distribution of incoming data against the training data.
What can be done to mitigate drift?
To mitigate drift, you can regularly retrain your models with new data, implement continuous monitoring, and use adaptive learning techniques.
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