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Capgemini Senior Data Science Consultant Interview Questions and Answers

Updated 13 Jun 2024

Capgemini Senior Data Science Consultant Interview Experiences

1 interview found

Interview experience
4
Good
Difficulty level
Hard
Process Duration
2-4 weeks
Result
Selected Selected

I applied via Approached by Company and was interviewed in Dec 2023. There were 3 interview rounds.

Round 1 - One-on-one 

(6 Questions)

  • Q1. Why CNN is preferred over feed forward neural networks ?
  • Ans. 

    CNN is preferred over feed forward neural networks due to their ability to capture spatial and temporal dependencies in data.

    • CNNs are designed to effectively capture spatial relationships in data, making them ideal for tasks like image recognition.

    • CNNs use shared weights and local connectivity to efficiently learn patterns in data, reducing the number of parameters compared to feed forward neural networks.

    • CNNs are also...

  • Answered by AI
  • Q2. Problem based linear regression questions, basically about identifying the actual relationship between IV and DV variables.
  • Q3. If dealing with non-linearity with same data as in above question, which algo to prefer ? Typically it was on polynomial regression and how we choose the degree there ?
  • Q4. Explain overfitting and underfitting ? Techniques to avoid this
  • Ans. 

    Overfitting occurs when a model learns noise in the training data rather than the underlying pattern, while underfitting occurs when a model is too simple to capture the underlying pattern.

    • Overfitting: Model performs well on training data but poorly on unseen data. Can be avoided by using techniques like cross-validation, regularization, and early stopping.

    • Underfitting: Model is too simple to capture the underlying pat...

  • Answered by AI
  • Q5. Explain cross validation and its process of working
  • Ans. 

    Cross validation is a technique used to assess the performance of a predictive model by splitting the data into training and testing sets multiple times.

    • Divide the data into k subsets (folds)

    • Train the model on k-1 folds and test on the remaining fold

    • Repeat this process k times, each time using a different fold as the test set

    • Calculate the average performance metric across all k iterations to evaluate the model

  • Answered by AI
  • Q6. Python based few things
Round 2 - Case Study 

It was basically conceptual round with the vp. There were General questions about the studies, projects, data science journey etc.

And then an use case. I don't remember exactly but it was something like..

Different companies sales their different models of cars and providing incentives which are not coming through dealers obviously..infact from manufacturer itself.
Few more things on this and then questions like-
How would you convert this into an analytics problem?
What kind of data would be required to perform such analysis?
If you are dealing with regression problem but time is involved there, how you will solve that now ?
Some things on trend, seasonality in time series analysis, about arima.


Basically statistical kind of round but based on business scenarios.
Hope that helps😉

Round 3 - HR 

(1 Question)

  • Q1. Simple things on Salary discussions, expectations etc.

Interview Preparation Tips

Interview preparation tips for other job seekers - Strengthen your foundation into Data Science, Statistics, Machine learning, deep learning, and some knowledge of Gen AI (not mandatory). that's what I felt during the interview.

Skills evaluated in this interview

Interview questions from similar companies

I applied via Walk-in and was interviewed in Dec 2020. There were 5 interview rounds.

Interview Questionnaire 

1 Question

  • Q1. Questions related to Microsoft Azure architect task and infrastructure cost optimization.

Interview Preparation Tips

Interview preparation tips for other job seekers - Kindly share and update task you worked upon and can answer on situation based questions. Be confident while answering. Good luck

I applied via Referral and was interviewed before Jan 2021. There were 3 interview rounds.

Interview Questionnaire 

10 Questions

  • Q1. What is react?
  • Ans. 

    React is a JavaScript library for building user interfaces.

    • React allows developers to create reusable UI components.

    • It uses a virtual DOM to efficiently update the UI.

    • React can be used with other libraries and frameworks.

    • It was developed by Facebook and is widely used in web development.

    • Examples of companies using React include Netflix, Airbnb, and Instagram.

  • Answered by AI
  • Q2. What is virtual Dom?
  • Ans. 

    Virtual DOM is a lightweight copy of the actual DOM used for efficient updates in web applications.

    • Virtual DOM is a concept used in ReactJS and other modern web frameworks.

    • It allows for efficient updates by only updating the parts of the actual DOM that have changed.

    • Virtual DOM is a tree-like structure that represents the actual DOM.

    • Changes made to the virtual DOM are compared to the previous version to determine what ...

  • Answered by AI
  • Q3. Different lifecycle methods of react and where did you implement it?
  • Ans. 

    React has three lifecycle methods: Mounting, Updating, and Unmounting.

    • Mounting: When a component is being inserted into the DOM. componentDidMount() is an example.

    • Updating: When a component is being re-rendered. componentDidUpdate() is an example.

    • Unmounting: When a component is being removed from the DOM. componentWillUnmount() is an example.

    • I have implemented these methods in various projects, such as using componentD...

  • Answered by AI
  • Q4. React hooks and it's usage?
  • Ans. 

    React hooks are a way to use state and other React features in functional components.

    • Hooks were introduced in React 16.8.

    • useState is a hook that allows functional components to have state.

    • useEffect is a hook that allows functional components to have side effects.

    • useContext is a hook that allows functional components to consume context.

    • Hooks can only be used in functional components, not in class components.

    • Example: con...

  • Answered by AI
  • Q5. What is redux, middleware, redux components?
  • Ans. 

    Redux is a state management library for JavaScript applications. Middleware is a function that sits between the action and reducer. Redux components are React components that are connected to the Redux store.

    • Redux is used to manage the state of an application in a predictable way.

    • Middleware is used to intercept and modify actions before they reach the reducer.

    • Redux components are React components that are connected to ...

  • Answered by AI
  • Q6. What is error boundary?
  • Ans. 

    Error boundary is a React component that catches JavaScript errors during rendering.

    • It is used to handle errors that occur during rendering in React applications.

    • It helps to prevent the entire application from crashing due to a single error.

    • It is implemented using the componentDidCatch lifecycle method.

    • It can be used to display a fallback UI or log the error for debugging purposes.

  • Answered by AI
  • Q7. Basic questions of HTML, CSS and JavaScript.
  • Q8. What is node and it's implementation?
  • Ans. 

    Node is a JavaScript runtime built on Chrome's V8 JavaScript engine.

    • Node allows developers to run JavaScript on the server-side.

    • It has a non-blocking I/O model that makes it efficient for handling large amounts of data.

    • Node has a package manager called npm that makes it easy to install and manage third-party libraries.

    • Some popular frameworks built on Node include Express, NestJS, and Meteor.

  • Answered by AI
  • Q9. Why node is single threaded and how we can achieve multi-threading?
  • Ans. 

    Node is single threaded for simplicity and consistency. Multi-threading can be achieved through child processes or worker threads.

    • Node's single thread model simplifies programming and avoids race conditions.

    • Child processes can be used to run multiple instances of Node, each with its own thread.

    • Worker threads can be used to create additional threads within a single Node process.

    • Multi-threading can improve performance fo...

  • Answered by AI
  • Q10. Some devops related questions.

Interview Preparation Tips

Interview preparation tips for other job seekers - The interview consisted of three rounds.
1st round was a telephonic round and lasted half an hour. It's more like a conversation rather than an interview but surely will check your communication skills.
2nd round was a technical round and lasted one and a half hours. A technical round consists of coding and questions regarding the previous employment, projects, and tech stack.
3rd round was an HR round. I had two HR rounds due to salary negotiations and approval from the management.
Overall it was a nice experience, be confident and All the best.

Skills evaluated in this interview

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

Interview Questionnaire 

1 Question

  • Q1. Related to banking and IT field

Interview Preparation Tips

Interview preparation tips for other job seekers - You need to prepare really hard to get job in such a big MNC

I applied via Referral and was interviewed in Mar 2021. There were 5 interview rounds.

Interview Questionnaire 

1 Question

  • Q1. It was good , related to the work I had done....sap MM and wirkflows...

Interview Preparation Tips

Interview preparation tips for other job seekers - Be calm and speak with confidence....

I applied via Campus Placement and was interviewed before Sep 2021. There were 3 interview rounds.

Round 1 - Aptitude Test 

General aptitude with little coding

Round 2 - Technical 

(2 Questions)

  • Q1. Basic coding questions
  • Q2. Fibonacci series, greater of 3 numbers
Round 3 - HR 

(1 Question)

  • Q1. Why we should hire you.? Skills.. swod analysis

Interview Preparation Tips

Interview preparation tips for other job seekers - Be confident while answering any questions

I applied via Naukri.com and was interviewed before Feb 2021. There were 2 interview rounds.

Round 1 - HR 

(3 Questions)

  • Q1. What is your family background?
  • Q2. Why are you looking for a change?
  • Q3. Tell me about yourself.
Round 2 - Technical 

(1 Question)

  • Q1. Difference between Router and Switching.
  • Ans. 

    Routers connect different networks while switches connect devices within a network.

    • Routers operate at the network layer of the OSI model while switches operate at the data link layer.

    • Routers use routing tables to determine the best path for data to travel between networks while switches use MAC addresses to direct data within a network.

    • Routers can connect networks with different protocols while switches cannot.

    • Examples...

  • Answered by AI

Interview Preparation Tips

Interview preparation tips for other job seekers - You have to be technically sound to get this job.

Skills evaluated in this interview

I applied via Recruitment Consultant and was interviewed before Aug 2020. There were 3 interview rounds.

Interview Questionnaire 

1 Question

  • Q1. Basic technical questions, scenario based questions.

Interview Preparation Tips

Interview preparation tips for other job seekers - Prepare well technically.

I applied via Campus Placement and was interviewed before Oct 2020. There were 2 interview rounds.

Interview Questionnaire 

1 Question

  • Q1. Easy interview- they ask about past experience and some accounting questions

Interview Preparation Tips

Interview preparation tips for other job seekers - Be confident and fill only those things on your cv which you have know well

I applied via Campus Placement and was interviewed in Apr 2021. There were 4 interview rounds.

Interview Questionnaire 

1 Question

  • Q1. All questions related to how to link marketing with IT industry.

Interview Preparation Tips

Interview preparation tips for other job seekers - Have an in-depth knowledge of your domain subjects.

Capgemini Interview FAQs

How many rounds are there in Capgemini Senior Data Science Consultant interview?
Capgemini interview process usually has 3 rounds. The most common rounds in the Capgemini interview process are One-on-one Round, Case Study and HR.
What are the top questions asked in Capgemini Senior Data Science Consultant interview?

Some of the top questions asked at the Capgemini Senior Data Science Consultant interview -

  1. why CNN is preferred over feed forward neural network...read more
  2. Explain overfitting and underfitting ? Techniques to avoid t...read more
  3. explain cross validation and its process of work...read more

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Capgemini Senior Data Science Consultant Interview Process

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Capgemini Senior Data Science Consultant Salary
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₹10.6 L/yr - ₹22.6 L/yr
27% less than the average Senior Data Science Consultant Salary in India
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