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SysMind Interview Questions and Answers

Updated 12 Jun 2024
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Q1. Random forest vs decision tree vs xg boost

Ans.

Random forest is an ensemble method using multiple decision trees, XGBoost is a gradient boosting algorithm that builds trees sequentially.

  • Random forest is an ensemble learning method that builds multiple decision trees and combines their predictions.

  • Decision tree is a single tree model that makes decisions based on features to predict outcomes.

  • XGBoost is a gradient boosting algorithm that builds trees sequentially, optimizing the model's performance.

  • Random forest reduces ove...read more

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Q2. Difference between Delete and Truncate in SQL

Ans.

Delete removes specific rows from a table, while Truncate removes all rows from a table.

  • Delete is a DML command, while Truncate is a DDL command.

  • Delete can be rolled back, while Truncate cannot be rolled back.

  • Delete maintains the table structure and indexes, while Truncate resets the table structure and indexes.

  • Delete triggers delete triggers and delete constraints, while Truncate does not trigger any triggers or constraints.

  • Delete is slower than Truncate for large tables.

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Q3. Code any program in 2 languages

Ans.

I can code a program in Python and Java.

  • I am proficient in both Python and Java programming languages.

  • I have experience in developing web applications using Python and Java frameworks.

  • I can write efficient and optimized code in both languages.

  • I can develop programs for data analysis, machine learning, and automation using Python.

  • I can develop enterprise-level applications using Java.

  • Examples: Python - a program to scrape data from a website, Java - a program to implement a so...read more

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Q4. Culture about Axtria and policies

Ans.

Axtria promotes a collaborative and inclusive culture with a focus on innovation and growth.

  • Axtria values diversity and inclusion in the workplace

  • The company encourages innovation and creativity

  • There are policies in place to support employee growth and development

  • Axtria promotes a collaborative work environment

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Q5. Ridge and lasso regression difference

Ans.

Ridge and lasso regression are both regularization techniques used in linear regression to prevent overfitting by adding penalty terms to the cost function.

  • Ridge regression adds a penalty term equivalent to the square of the magnitude of coefficients, while lasso regression adds a penalty term equivalent to the absolute value of the magnitude of coefficients.

  • Ridge regression tends to shrink the coefficients towards zero but does not eliminate them completely, while lasso regr...read more

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Q6. Assumptions of regression

Ans.

Assumptions of regression

  • Linearity: The relationship between the independent and dependent variables is linear.

  • Independence: The residuals are independent of each other.

  • Homoscedasticity: The variance of the residuals is constant across all levels of the independent variables.

  • Normality: The residuals are normally distributed.

  • No multicollinearity: The independent variables are not highly correlated with each other.

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Interview Process at SysMind

based on 11 interviews
2 Interview rounds
Aptitude Test Round
One-on-one Round
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