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I applied via Company Website and was interviewed in Sep 2024. There was 1 interview round.
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Random forest is an ensemble learning method used for classification and regression tasks.
Random forest is a collection of decision trees that are trained on random subsets of the data.
Each tree in the random forest independently predicts the target variable, and the final prediction is made by averaging the predictions of all trees.
Random forest is robust to overfitting and noisy data, and it can handle large datasets...
posted on 18 Nov 2024
I applied via Recruitment Consulltant and was interviewed in Sep 2022. There were 4 interview rounds.
Random forest uses decision trees to split data into subsets based on feature importance.
Random forest builds multiple decision trees and selects the best split based on feature importance.
Each decision tree splits data into subsets based on a randomly selected subset of features.
The best split is determined by minimizing impurity or maximizing information gain.
Random forest can handle missing values and outliers.
Rando...
Fundamentals of classical machine learning
Classical machine learning involves algorithms that learn from data and make predictions or decisions.
Common algorithms include linear regression, decision trees, support vector machines, and k-nearest neighbors.
Key concepts include training data, testing data, model evaluation, and hyperparameter tuning.
Classical ML is often used for tasks like classification, regression, clus
posted on 2 Feb 2024
I applied via Campus Placement and was interviewed before Feb 2023. There were 3 interview rounds.
Aptitude test involving coding
I applied via Naukri.com and was interviewed before Oct 2020. There were 3 interview rounds.
Data Scientist interview questions on model building, random forest, ROC curve, gradient boosting, and real estate valuation
For model building, I followed the CRISP-DM process and used various algorithms like logistic regression, decision trees, and random forest
Random forest hyperparameters include number of trees, maximum depth, minimum samples split, and minimum samples leaf
ROC curve is a graphical representation of...
I applied via Referral and was interviewed before Jul 2023. There were 3 interview rounds.
Hacker rank coding questions
I applied via campus placement at Indian Institute of Technology (IIT), Kanpur and was interviewed before Jul 2023. There were 3 interview rounds.
Puzzlee on three bulb, switched off, tell which one
I applied via Naukri.com and was interviewed in Mar 2022. There were 2 interview rounds.
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