



What is exploration and exploitation trade-off and its relation to overfitting in RL?
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what is overfitting Informational
- What considerations are important when splitting time series data into training and validation sets to avoid overestimating performance?
- How does early stopping work in the context of gradient boosting to prevent overfitting?
- How does feature selection help in mitigating overfitting?
- When is overfitting more likely to be a problem?
- How does the quality of training data affect overfitting?
- How does increasing the value of k in KNN generally help to reduce overfitting?
- Consider a random forest model. Why is it generally less prone to overfitting than a single decision tree?
- Explain how ensemble methods like bagging (e.g., random forests) and boosting (e.g., gradient boosting) can help in reducing overfitting compared to using a single model.
- What are some common misconceptions about overfitting that might lead to incorrect decisions when building machine learning models?
- How does the temporal dependence in time series data affect overfitting?
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