Tip 1: Participate in Kaggle or other data science and ML competitions.
Tip 2: Freelancing can also enhance work experience.
Tip 3: Practice SQL questions, covering at least the basics.
Tip 1: Check and improve your ATS score, if possible.
Tip 2: Research papers can help you stand out from the crowd.
The virtual interview was in the morning on Google Meet.
The interviewer was friendly and patient.
How can you address overfitting in an ML model?
Tip 1: Read basic ML concepts from Andrew Ng, NPTEL, IIIT, or IITM.
Tip 2: Have a basic understanding of linear algebra.
Write an SQL query to find all employees under each manager.
We can start with a normal join, but check if a left or right join could lead to a more optimal query.
The round was in the morning on Google Meet, and the interviewer was quite supportive.
Explain the use of Jacobian and Hessian matrices.
Tip 1: Read about linear algebra.
Tip 2: Have an understanding of mathematical concepts used in deep/machine learning (Jacobian, derivatives, etc.).
Explain regularization techniques. L1 and L2 regularization exist, but why don’t we use L3, L4, … up to L20 regularization?
Tip 1: Provide answers or approximations instead of simply giving up.
Tip 2: Have confidence in yourself, and clearly explain related topics if you don’t know the full answer.
The interview was in the afternoon on Google Meet.
The interviewer was highly experienced.
Explain the working of LSTM and Transformers, along with their equations.
Tip 1: You can study transformers from online resources.
Tip 2: Practice making diagrams, as it will boost your confidence.
Explain the different loss functions used in deep learning networks.
Tip 1: Have an understanding of the basics of neural networks.
Tip 2: Know the pros and cons of different models and approaches.
The interview took place during office hours on Google Meet and Google Docs.
A coin is tossed 1000 times, and it lands on heads 600 times. How can I determine whether it is biased or not?
Tip 1: Have an idea about different statistical distributions.
Tip 2: Ask for clarifications on assumptions if the problem statement is not clear.

Percentile = floor( (Number of students with marks < current student's marks) * 100 / (N - 1) )
Step 1: Write the basic formula for calculating percentile.
Step 2: Option 1: Create a map of the students and sort it.
Option 2: Just create a map and perform the calculation during function calling.
Step 3: Identify the position or rank of the input student and use it to calculate the percentile.
The round was conducted in the evening on the Google Meet platform with the founder.
What do you think could be improved in our platform or service?
Tip 1: Have knowledge about the company.
Tip 2: Have an idea about the latest developments and products in your tech stack.
Tell me about something new or recent that you found amazing.
Tip 1: Involve discussion of competitors and recent startup ideas.
Tip 2: Discuss recent technologies and their possible inclusion in the product or service.

Here's your problem of the day
Solving this problem will increase your chance to get selected in this company
What is recursion?