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Paytm
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I applied via Naukri.com and was interviewed in Aug 2022. There were 3 interview rounds.
Logistic regression is a classification algorithm used to predict binary outcomes.
Logistic regression uses a sigmoid function to map input values to a probability score.
The cost function for logistic regression is the negative log-likelihood function.
Unlike linear regression, logistic regression is used for classification tasks.
Logistic regression assumes a linear relationship between the input variables and the log-od...
Decision trees, bagging, and boosting are techniques used in machine learning to improve model accuracy.
Decision trees are a type of model that uses a tree-like structure to make predictions.
Bagging is a technique that involves training multiple models on different subsets of the data and combining their predictions.
Boosting is a technique that involves iteratively training models on the data, with each subsequent mode...
Dealing with unbalanced data sets requires careful consideration of statistical techniques.
Use resampling techniques such as oversampling or undersampling to balance the data
Consider using different evaluation metrics such as precision, recall, and F1 score
Use ensemble methods such as bagging or boosting to improve model performance
Consider using anomaly detection techniques to identify rare events in the minority clas...
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