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Ideas2IT Technologies Senior Data Scientist Interview Questions, Process, and Tips

Updated 16 Jun 2024

Ideas2IT Technologies Senior Data Scientist Interview Experiences

1 interview found

Interview experience
5
Excellent
Difficulty level
Moderate
Process Duration
Less than 2 weeks
Result
Selected Selected

I applied via Recruitment Consulltant and was interviewed in Dec 2023. There were 3 interview rounds.

Round 1 - Technical 

(2 Questions)

  • Q1. What are the different metrics used to evaluate Classification Problems?
  • Ans. 

    Different metrics used to evaluate Classification Problems

    • Accuracy

    • Precision

    • Recall

    • F1 Score

    • ROC-AUC

    • Confusion Matrix

  • Answered by AI
  • Q2. What are different methods can be used for Feature Selection?
  • Ans. 

    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...

  • Answered by AI
Round 2 - Technical 

(2 Questions)

  • Q1. Which statistical test can be used for testing categorical features?
  • Ans. 

    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.

  • Answered by AI
  • Q2. Explain the XGBoost Algorithm Hyperparameters and how it can be used
  • Ans. 

    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...

  • Answered by AI
Round 3 - HR 

(2 Questions)

  • Q1. Why do you want to work with Ideas2It?
  • Q2. What are your expectations?

Skills evaluated in this interview

Interview questions from similar companies

I applied via Recruitment Consultant and was interviewed in Feb 2021. There were 3 interview rounds.

Interview Questionnaire 

1 Question

  • Q1. Basic and logical questions, SQL queries and python programs like find the node of the tree , flatten the array etc.

Interview Preparation Tips

Interview preparation tips for other job seekers - It is more on practical than theory questions so do practice more :)
Interview experience
5
Excellent
Difficulty level
-
Process Duration
-
Result
-
Round 1 - Technical 

(1 Question)

  • Q1. Core and Advance concepts of Java
Round 2 - Technical 

(1 Question)

  • Q1. Mainly on mutltithrerading concepts and previous experience on projects.
Round 3 - Behavioral 

(1 Question)

  • Q1. About projects and scenarios based questions.
Round 4 - HR 

(1 Question)

  • Q1. About Salary negotiation and final round
Interview experience
4
Good
Difficulty level
-
Process Duration
-
Result
-
Round 1 - Technical 

(2 Questions)

  • Q1. Backend Questions regarding
  • Q2. UI Questions regarding Angular

Interview Preparation Tips

Interview preparation tips for other job seekers - Good

Interview Questionnaire 

2 Questions

  • Q1. Multithreading in C++, casting and OOPs concepts
  • Q2. Cover the basic concepts.

I applied via Approached by Company and was interviewed in May 2021. There were 3 interview rounds.

Interview Questionnaire 

2 Questions

  • Q1. About the current profile
  • Q2. Asked about the sms call flow

I appeared for an interview in Oct 2021.

Round 1 - Coding Test 

(1 Question)

Round duration - 60 Minutes
Round difficulty - Hard

  • Q1. 

    Prime Numbers within a Range

    Given an integer N, determine and print all the prime numbers between 2 and N, inclusive.

    Input:

    Integer N

    Output:

    Prime numbers printed on separate lines

    Example:

    Input...
  • Ans. 

    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

  • Answered by AI
Round 2 - Coding Test 

(1 Question)

Round duration - 60 Minutes
Round difficulty - Hard

  • Q1. 

    Anagram Substring Search

    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.

    Input:

    ...
  • Ans. 

    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].

  • Answered by AI
Round 3 - Video Call 

(1 Question)

Round duration - 60 Minutes
Round difficulty - Hard

  • Q1. What are some common testing questions related to Linux and operating systems?
  • Ans. 

    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

  • Answered by AI

Interview Preparation Tips

Professional and academic backgroundI applied for the job as Senior Software Engineer in GurgaonEligibility criteriaNoGreyOrange interview preparation:Topics to prepare for the interview - Python, data structures and algorithm, sql, testing, automationTime required to prepare for the interview - 3 MonthsInterview preparation tips for other job seekers

Tip 1 : practice coding
Tip 2 : be thorough with your resume

Application resume tips for other job seekers

Tip 1 : have good projects
Tip 2 : fulfill the required tech stack

Final outcome of the interviewSelected

Skills evaluated in this interview

I applied via Naukri.com and was interviewed before May 2021. There were 3 interview rounds.

Round 1 - Resume Shortlist 
Pro Tip by AmbitionBox:
Keep your resume crisp and to the point. A recruiter looks at your resume for an average of 6 seconds, make sure to leave the best impression.
View all tips
Round 2 - Coding Test 

Php

Round 3 - HR 

(1 Question)

  • Q1. Salary expectation for job

Interview Preparation Tips

Interview preparation tips for other job seekers - Share honest answer in interview Round
Interview experience
3
Average
Difficulty level
Moderate
Process Duration
Less than 2 weeks
Result
-

I applied via Approached by Company and was interviewed in Jan 2024. There was 1 interview round.

Round 1 - Technical 

(6 Questions)

  • Q1. What final class and method
  • Ans. 

    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.

  • Answered by AI
  • Q2. PHP reference variable
  • Q3. Find duplicate numbers
  • Ans. 

    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.

  • Answered by AI
  • Q4. Echo variable in single quote what will be output
  • Ans. 

    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.

  • Answered by AI
  • Q5. What is oops concept
  • Ans. 

    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...

  • Answered by AI
  • Q6. Having clause in MySQL
  • Ans. 

    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...

  • Answered by AI

Skills evaluated in this interview

I applied via Referral and was interviewed before Apr 2021. There were 2 interview rounds.

Round 1 - Aptitude Test 

A company designed the test basically to understand the nature of the interviewee. Simple test.

Round 2 - One-on-one 

(1 Question)

  • Q1. OOP Questions like inheritance, polymorphism, etc.

Interview Preparation Tips

Topics to prepare for Entrata Senior Software Engineer interview:
  • Javascript
  • PHP
  • Postgresql
  • React.Js
Interview preparation tips for other job seekers - OOP Concepts, Database knowledge. Mostly normal interviews do not have many hard questions.

Ideas2IT Technologies Interview FAQs

How many rounds are there in Ideas2IT Technologies Senior Data Scientist interview?
Ideas2IT Technologies interview process usually has 3 rounds. The most common rounds in the Ideas2IT Technologies interview process are Technical and HR.
What are the top questions asked in Ideas2IT Technologies Senior Data Scientist interview?

Some of the top questions asked at the Ideas2IT Technologies Senior Data Scientist interview -

  1. Explain the XGBoost Algorithm Hyperparameters and how it can be u...read more
  2. What are the different metrics used to evaluate Classification Proble...read more
  3. What are different methods can be used for Feature Selecti...read more

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Ideas2IT Technologies Senior Data Scientist Interview Process

based on 1 interview

Interview experience

5
  
Excellent
View more

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₹21.5 L/yr - ₹35 L/yr
6% more than the average Senior Data Scientist Salary in India
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