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Quiz 6 - Results X Attempt 1 of 1 Written Nov 1, 2023 6:45 PM - Nov 1, 2023 6:48 PM Attempt Score 5/5-100% Overall Grade (Highest Attempt) 5/5-100 % Question 1 1/ 1 point Which of the following hyperparameters are associated with Random Forest? v ~ max_features « ~ h_estimators « ~ max_depth v learning_rate Question 2 1/ 1 point What is a Random Forest? A type of linear regression model. A type of neural network. v o Acollection of decision trees trained on random subsets of the data. An unsupervised clustering algorithm. Question 3 1/ 1 point In the context of Natural Language Processing, which technique can be considered as data augmentation? Principal Component Analysis (PCA) Image cropping « o Back translation Histogram equalization Question 4 1/ 1 point Early stopping is a technique primarily used with which type of models? kNN Support Vector Machines Decision Trees « o Neural Networks Question 5 1/ 1 point What is the primary purpose of data augmentation in deep learning? To reduce the size of the dataset. « o Toincrease the diversity of the training data and reduce overfitting. To introduce new and distinct samples into the dataset. To ensure all classes in a dataset have equal samples.