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I applied via Recruitment Consulltant and was interviewed in Dec 2023. There were 3 interview rounds.
Different metrics used to evaluate Classification Problems
Accuracy
Precision
Recall
F1 Score
ROC-AUC
Confusion Matrix
Feature selection methods include filter methods, wrapper methods, and embedded methods.
Filter methods: Select features based on statistical measures like correlation, chi-squared test, or information gain.
Wrapper methods: Use a specific machine learning algorithm to evaluate the importance of features by selecting subsets of features.
Embedded methods: Feature selection is integrated into the model training process, li...
Chi-square test is commonly used for testing categorical features.
Chi-square test is used to determine if there is a significant association between two categorical variables.
It is commonly used in market research, biology, and social sciences.
Example: Testing if there is a relationship between gender and voting preference.
XGBoost is a popular machine learning algorithm known for its speed and performance, with various hyperparameters to tune for optimal results.
XGBoost hyperparameters include max_depth, learning_rate, n_estimators, subsample, colsample_bytree, and more
max_depth controls the maximum depth of each tree in the ensemble
learning_rate determines the step size shrinkage used to prevent overfitting
n_estimators specifies the num...
posted on 12 Mar 2021
I applied via Recruitment Consultant and was interviewed in Feb 2021. There were 3 interview rounds.
I applied via Approached by Company and was interviewed in May 2021. There were 3 interview rounds.
I appeared for an interview in Oct 2021.
Round duration - 60 Minutes
Round difficulty - Hard
Given an integer N, determine and print all the prime numbers between 2 and N, inclusive.
Integer N
Prime numbers printed on separate lines
Generate and print all prime numbers between 2 and N, inclusive.
Iterate from 2 to N and check if each number is prime
A prime number is only divisible by 1 and itself
Print each prime number on a new line
Round duration - 60 Minutes
Round difficulty - Hard
Given two strings 'STR' and 'PTR', identify all starting indices of 'PTR' anagram substrings in 'STR'. Two strings are anagrams if one can be rearranged to form the other.
Implement a function to find all starting indices of anagram substrings of a given string in another string.
Create a frequency map of characters in the 'PTR' string.
Use a sliding window approach to check for anagrams in 'STR'.
Return the starting indices of anagram substrings found.
Example: For input 'BACDGABCD' and 'ABCD', output should be [0, 5].
Round duration - 60 Minutes
Round difficulty - Hard
Common testing questions related to Linux and operating systems
What are the different types of testing that can be performed on a Linux operating system?
How do you test the compatibility of software with different Linux distributions?
Can you explain the process of testing kernel modules in a Linux environment?
What tools and techniques do you use for performance testing on Linux systems?
How do you ensure the security an
Tip 1 : practice coding
Tip 2 : be thorough with your resume
Tip 1 : have good projects
Tip 2 : fulfill the required tech stack
I applied via Naukri.com and was interviewed before May 2021. There were 3 interview rounds.
Php
I applied via Approached by Company and was interviewed in Jan 2024. There was 1 interview round.
The final class and method are used to prevent inheritance and method overriding respectively.
Final class: A final class cannot be subclassed. It is often used for utility classes or classes that should not be extended.
Final method: A final method cannot be overridden by subclasses. It is used to prevent modification of a method's behavior in subclasses.
Find duplicate numbers in an array of strings.
Iterate through the array and keep track of the count of each number using a hash map.
If the count of a number is greater than 1, it is a duplicate.
Return the list of duplicate numbers.
The output will be the literal string of the variable, without any variable interpolation.
When a variable is echoed in single quotes, it is treated as a literal string.
No variable interpolation or special characters are interpreted.
The output will include the variable name itself, not its value.
Object-oriented programming (OOP) is a programming paradigm that uses objects to represent and manipulate data.
OOP is based on the concept of classes and objects.
It focuses on encapsulation, inheritance, and polymorphism.
Encapsulation hides the internal details of an object and provides a public interface.
Inheritance allows classes to inherit properties and methods from other classes.
Polymorphism allows objects of diff...
The HAVING clause is used in MySQL to filter the results of a GROUP BY query based on a condition.
The HAVING clause is similar to the WHERE clause, but it operates on grouped rows rather than individual rows.
It is used in conjunction with the GROUP BY clause.
The HAVING clause is used to filter the results of a GROUP BY query based on a condition that applies to the grouped rows.
It is typically used to specify condition...
I applied via Referral and was interviewed before Apr 2021. There were 2 interview rounds.
A company designed the test basically to understand the nature of the interviewee. Simple test.
Some of the top questions asked at the Ideas2IT Technologies Senior Data Scientist interview -
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