What kind of testing did you do on the take home assignment? If given more time, how would you have expanded upon the assignment?
Machine Learning Interviews
Machine Learning Interview Questions
"To get a job in machine learning, you must have the programming and mathematical knowledge to create artificial intelligence that is capable of learning new tasks without being explicitly coded. In an interview you may be asked about your experience with pertinent coding languages such as Java and C++ as well as with writing algorithms. The interview will be comprised mainly of technical questions that test your knowledge of the fundamental concepts of machine learning such as data mining and signal processing."
8,208 machine learning interview questions shared by candidates
Estimate number of gas stations in the uk
A project on NLP and some questions on the specification doc that you are supposed to write
How does Transformers work? Explain your projects ML accuracy metrics - precision and recall
How to formulate random 3D rotation matrix?
Explain attention layer, self-attention, cross-attention, and multi-head attention layer.
ML Applied There was a mismatch between what the recruiter had told me this round would be about and what the interviewer was focusing on. The recruiter told me this would be about discussing trade offs between different modeling approaches when solving a real world problem. It was totally opposite during the interview. No modeling-related questions were asked, and the focus was on designing recommender systems in production. Had told the interviewer that I had no deployment experience in e-commerce projects, but he was only interested in discussing these.
ML Fundamentals The interviewer asked a lot of basic ML questions (metrics, unbalanced data, overfitting, optimizers, etc).
How to implement np.sum() along a given axis? What to do if you have a lot of unlabeled samples and little labeled samlpes? Design a neural network to take a max of two numbers
What is overfitting and how to avoid or detect it? What is backpropagation?
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