Tip 1 : Learn DSA properly
Tip 2 : Understand each bit of your projects
Tip 3 : Learn all the technical concepts behind the projects or used in the projects.
Tip 1 : I published research paper that is why I got selected and I worked on Explainable AI which they wanted at that point of time. So check what is the problem currently the company is solving, write that kind of projects on the resume.
Tip 2 : Show some achievement or Do some good open source work which will catch their eye share it on the resume.
Normal DSA Algo question.
Technical Round for ML and Deep learning
Asked so many questions, started from projects and gradually going deeper with technical concepts.
1. Asked about Vanishing Gradient.
2. Why use activation and why we use relu, how it works during back propagation.
3. Asked about residual Network and its concepts and how it helps for reducing back propagation with networks structure and everything.
4. Asked about the difference between LRP and LIME for explainable AI, why we use one over other or benefits of using LIME or LRP.
5. Asked about the process and algorithmic depths of LRP and LIME, what happens in the process, if you answer segmentation happens in LIME then he asked which segmentation and why, what happens if we take other segmentation method, question like this.
6. Asked about YOLOV3, how it is different from other and asked to explain entire YOLOV3 algorithmically.
7. Asked about Inception V3 and how it is different and helpful.
8. Asked about U-Net and how it is different. what is the use of parallel connection in Unet algorithmically.
Tip 1 : whatever projects you are writing, prepare all the concepts behind it, you can't say it was instructed to do so I did.
Tip 2 : Learn Basic concepts of Deep Learning or ML like activation, vanishing gradient.
Tip 3 : Don't think much , try to give answer quickly because the interviewer was not waiting for longer time.
Here's your problem of the day
Solving this problem will increase your chance to get selected in this company
Which array operation has O(n) worst-case time complexity?