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What are some common AI models used for regression tasks?

An example of an AI chatbot conversation about common AI models for regression tasks.

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You

What are some common AI models used for regression tasks?

MagicBuddy
MagicBuddy

Common AI models for regression include Linear Regression, Decision Trees, Random Forests, and Support Vector Regression.

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You

Can you explain how Linear Regression works?

MagicBuddy
MagicBuddy

Linear Regression predicts the output by finding the best-fitting line through the data points, minimizing the error.

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You

What are the advantages of using Random Forest for regression?

MagicBuddy
MagicBuddy

Random Forest reduces overfitting, handles non-linear relationships well, and provides feature importance insights.

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You

Are there any limitations to these models?

MagicBuddy
MagicBuddy

Yes, models like Linear Regression assume linearity, while others may require more data and tuning for optimal performance.

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