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Probability is a measure of the likelihood of an event occurring.
Probability ranges from 0 (impossible) to 1 (certain)
It can be calculated by dividing the number of favorable outcomes by the total number of outcomes
Used in various fields like statistics, gambling, and risk assessment
Classification is for predicting discrete labels, while regression is for predicting continuous values.
Classification predicts categories or labels, such as spam or not spam.
Regression predicts continuous values, such as house prices or temperature.
Classification uses algorithms like logistic regression, decision trees, and support vector machines.
Regression uses algorithms like linear regression, polynomial regression
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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...
Data normalization is the process of organizing data in a database to reduce redundancy and improve data integrity.
Data normalization involves breaking down data into smaller, manageable parts.
It helps in reducing data redundancy by eliminating duplicate data.
Normalization ensures data integrity by minimizing data anomalies.
It involves organizing data into tables and establishing relationships between them.
Normalizatio...
I applied via LinkedIn and was interviewed before Feb 2022. There were 3 interview rounds.
I applied via LinkedIn and was interviewed before Aug 2021. There were 2 interview rounds.
I applied via Referral and was interviewed before Mar 2023. There were 3 interview rounds.
50 question with gk and reasoning mcq
I applied via Campus Placement and was interviewed before Jan 2022. There were 2 interview rounds.
I applied via LinkedIn and was interviewed in Mar 2023. There were 3 interview rounds.
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