What is the impact of outliers on AI models?
An example of an AI chatbot conversation about the effects of outliers in AI model performance.
What is the impact of outliers on AI models?
Outliers can significantly skew the results of AI models, leading to inaccurate predictions.
Can you give an example of how an outlier affects a model?
Sure! In a regression model predicting house prices, an extremely high-priced house can distort the overall trend.
How can we handle outliers in our data?
Common methods include removing them, transforming the data, or using robust algorithms that are less sensitive to outliers.
Are there specific models that are more affected by outliers?
Yes, linear regression is particularly sensitive to outliers, while tree-based models like Random Forest are more robust.
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