Solicité el puesto a través de un captador. El proceso duró 1 semana. Acudí a una entrevista en Amazon (Chicago, IL) en ene 2020
Entrevista
First round consisted of the interviewer going through my previous work Experience in detail and asking me few concepts of data mining, machine learning and probability questions. Did well on the first day and not so much on the 2nd day
Your interview should go well unless you panic (which I did and hence blew it up)
Preguntas de entrevista [1]
Pregunta 1
Amazon day 1 interview questions
Explain SVM.Explain about C value in SVM
How would you explain Hypothesis testing for a newbie?
Are you familiar with overfiiting?
There are 4 red balls and 2 blue balls, what's the probability of them not being the same in the 2 picks?
A couple has 2 kids where they know that one's a boy, what's the probability of the other kids being a boy?
What are some supervised as unsupervised learning?
What did you use to remove multicollinearity? Explain what values of VIF you used?
What was the time you had a time constraint to make a decision and how did you deal with the situation?
Explain overfiting. Explain lambda values. Explain difference between ridge and lasso regression. How else would you reduce overfiting?
Explain different time series analysis. What are other time series models other than Arima?
What is lstm? Why use lstm? How was lstm used in your experience?
(VMWare case study) What was the most challenging part of your project? How was the model useful to marketing team? How did you identify most important variables in the model? (explained forward selection method)
What changes would you make if given a chance to your model?(said about xgboost hyperparameter tuning)
Question on the grounds of Amazon leadership behavioral. Make sure you study all 14 and for atleast 1 story from your previous experience in STAR(Situation, task, action, result) format.
Day 2:
Started off by asking me in detailed questions about my internship. Again, he asks a behavioral question based on Amazon leadership principle. Make sure you have scenarios ready for all 14 principles.
Coding questions With queries of SQL that I've seen in LeetCode:
Create a new column by extracting last 2 characters of a column containing ID of 7 digit long and in string datatype
SQL: Select employee ids/names from a table who has the highest salary in the department
One hard question regarding the concept of regression towards the mean
There are three rounds in total. The process begins with a coding round, followed by the main interview loop, where you will meet the team and discuss technical skills, experience, and fit.
First round is fun, second round, which is also the final round involved 5 sessions, with different focus. For some sessions, not be able to present my story completely, time was tight, and interviewers were rushing.
Thrilled to have accepted the offer — the process was tougher than I expected. The first round was primarily technical, where I tackled an A/B testing design question that required detailed metrics and sample size calculations. Later, I faced a SQL query challenge focused on tracking customer purchases over consecutive months. Funny enough, I had spent quite some time on PracHub digging into similar case studies, which really helped me approach these problems confidently. The final round included behavioral questions, and I felt well-prepared overall.
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