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I applied via Naukri.com and was interviewed in May 2024. There were 2 interview rounds.
Multicollinearity can be treated by using techniques like feature selection, PCA, or regularization. Imbalanced datasets can be addressed by resampling techniques like oversampling or undersampling.
For multicollinearity, consider using techniques like feature selection to remove redundant variables, PCA to reduce dimensionality, or regularization like Lasso or Ridge regression.
For imbalanced datasets, try resampling te...
Logistic regression is a statistical model used to predict the probability of a binary outcome based on one or more predictor variables.
Logistic regression is used when the dependent variable is binary (0/1, True/False, Yes/No, etc.)
It estimates the probability that a given observation belongs to a particular category.
The output of logistic regression is a probability score between 0 and 1.
It uses the logistic function...
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I applied via Campus Placement and was interviewed in Nov 2023. There were 2 interview rounds.
Mutual funds are investment vehicles that pool money from multiple investors to invest in a diversified portfolio of securities.
Mutual funds are managed by professional fund managers who make investment decisions on behalf of the investors.
Investors can buy shares of mutual funds, which represent their ownership in the fund's portfolio.
Mutual funds offer diversification, liquidity, and professional management to invest...
posted on 17 Sep 2024
posted on 17 May 2024
I applied via LinkedIn and was interviewed in Apr 2024. There was 1 interview round.
Precision = TP / (TP + FP), Recall = TP / (TP + FN)
Precision is the ratio of correctly predicted positive observations to the total predicted positive observations
Recall is the ratio of correctly predicted positive observations to the all observations in actual class
Example: If a model predicts 100 positive cases, out of which 80 are actually positive, precision = 80/100, recall = 80/total actual positive cases
R2 measures the proportion of variance explained by the model, while adjusted R2 adjusts for the number of predictors in the model.
R2 is the proportion of variance in the dependent variable that is predictable from the independent variables.
Adjusted R2 penalizes the addition of unnecessary predictors in the model, providing a more accurate measure of the model's goodness of fit.
R2 can increase even when adding irreleva...
posted on 18 Sep 2024
I applied via LinkedIn and was interviewed before Sep 2023. There was 1 interview round.
Work experience refers to the practical knowledge and skills gained from employment in a specific field or industry.
Work experience includes tasks, responsibilities, and projects completed in a professional setting.
It can be gained through internships, part-time jobs, full-time positions, or volunteer work.
Work experience helps individuals develop industry-specific skills, build a professional network, and gain a bette...
SQL is a programming language used for managing and querying databases. Power BI is a business analytics tool for visualizing and analyzing data.
SQL stands for Structured Query Language and is used to communicate with databases.
SQL can be used to retrieve, update, and manipulate data in databases.
Power BI is a data visualization tool that allows users to create interactive reports and dashboards.
Power BI can connect to...
Insurance is a financial protection against potential losses or risks.
Insurance is a contract between an individual or entity and an insurance company.
The individual or entity pays a premium in exchange for coverage against specific risks.
In case of a covered loss, the insurance company compensates the policyholder.
Types of insurance include health, life, auto, home, and business insurance.
Insurance helps individuals a...
I applied via Referral and was interviewed before Feb 2023. There were 2 interview rounds.
Insurance is a financial product that provides protection against specific risks in exchange for payment of a premium.
Insurance is a contract between an individual or entity and an insurance company.
The individual or entity pays a premium to the insurance company in exchange for coverage against specific risks.
Types of insurance include health insurance, life insurance, auto insurance, and property insurance.
Insurance ...
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