Train an ML model + build an API for it.
Senior Machine Learning Engineer Interview Questions
615 senior machine learning engineer interview questions shared by candidates
Use Machine Learning to create your own home price prediction model with the data set below. Build a model to intelligently match our clients with the real estate agent that has the highest chance of completing a transaction. Please complete the questions in https://github.com/housesigma/hr-test-python
very typical technical interview questions.
Bulit an ML model using given dataset in 45 mins.
- Che tipo di struttura dati devi usare se vuoi una ricerca O(1) su dati lineari ? - Perchè viene usata la funzione di attivazione in una rete neurale ?
First interviewer tested me on basic probability (Bayes rule etc), binary classification (saw if I knew precision/recall under a heavily unbalanced prior), and signal processing (sampling, aliasing). The coding part was to generate all ordered substrings of a given string. The 2nd interview was a basic test on probability followed by a coding problem (implement linked list, append operation, do in place reversal of list using a single walk through the list). Problems on the final interview were coding problems and basic number theory (implement binary search, implement FIR convolution, estimate frequency of a sine wave signal based on zero crossings, implement divisibility tests for various primes).
What feature store have you used
I was offered a promo code for LinkTree Pro instead of interview feedback after interviewing for 5 rounds of interviews. The interviewers are nice, but the interview processes has a lot of problems i.e. - The Data Engineering round interview has very similar pandas based question as the coding test. I was provided Python script instead of Notebook, which makes the interview hard to iterate with data. (I was provided notebook for a previous DS round). Also no autocompletion/type hint is available. - The coding test have questions that has wrong description, when I reported that to Recruiter again I do not receive any feedback. - The ML system design round was in fact, more like a system design round with little focus on the ML part. - HR repeatedly schedule interviews for wrong time (i.e. midnight) because they have interviewers in UK, Australia and US and I was often provided with different information from different Recruiter. - LinkTree Pro? Really?
Bash command to check the disk utilization on server
Explanation of self-attention in transformers.
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