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Nlp Interview Questions
431 nlp interview questions shared by candidates
ML + Leetcode questions. Phone interview 1 - ML - open ended question in NLP Phone interview 2 - Designing a document database Onsites - mix of ML and leetcode. ML questions will test fundamentals, and leetcode seemed to be easy/medium.
Please explain CNN for me
The interviews were very conversational and focused on SotA Transformer architectures and their different use cases. Many questions boiled down to "How would you solve this NLP task that we are working on?"
"What kind of neural network architectures do you have experience building?" They specifically mentioned CNNs.
1 coding, 1 machine learning, 1 system design, and 1 behavioral assessment. Setup a mail server. Define the Bag of N-grams model in NLP.
NLP basic questions includes: difference between RNN and LSTM, seq2seq, difference between skip-gram and cbow, what is fastext and word2vec? what is word embedding? Coding question: quick sort.
- Explaining the reasoning behind the choice of topic modelling approach. - How to surface the key phrases and most important aspects in each topic?
introduce the transformer model in detail
What is the Bias Variance Tradeoff
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