J'ai postulé en ligne. Le processus a pris 3 semaines. J'ai passé un entretien chez Booking.com (Amsterdam) en mars 2019
Entretien
Start with a phone call with HR. They ask generic questions on past experience, had the feeling they tried to match keywords against a checklist. They really want you to name some ML models. The second step was an online multiple choice test on Hackerank. 12 questions, about 80% about statistics, 20% on basic machine learning (cross-validation, feature engineering). The third step was a 45-60 min skype call with 2 Data Scientists. The internet connection was unstable so we backed up on a regular phone call which didn't allow for proper communication. The initial questions are about your experience with ML models: they test your knowledge on as many details as possible. The second part of the interview is solving a business case on the fly. You explain how you'd approach it and why.
Questions d'entretien [3]
Question 1
How does a CNN for object detection compute the detection probabilities?
J'ai postulé en ligne. Le processus a pris 1 semaine. J'ai passé un entretien chez Booking.com en janv. 2017
Entretien
I received a Data Science Challenge within a week of applying. The challenge was an half-an-hour test on HackerRank. The challenge tested conceptual knowledge of machine learning algorithms and statistics. Common topics of testing were clustering, overfitting and hypothesis testing.
Questions d'entretien [1]
Question 1
If the training error and the testing error are both high, as the number of data points increase, what measures will you take to fix the model?
J'ai postulé en ligne. Le processus a pris plus d'une semaine. J'ai passé un entretien chez Booking.com
Entretien
1) Online written test on Machine Learning, statistics.
2) HR interview.
Interview process is sloppy. They will take a written test, screen your CV, ask you for interview and then send you decline e-mail for the next step. The most probable reason is availability of local candidates. Not recommended for candidates living outside Netherlands or EU. It's a waste of time.
Questions d'entretien [1]
Question 1
What is your PhD project? Past job experience etc.