Sobes.tech

Machine Learning / AI

How can hyperparameters be tuned?

Middle+
171

What approximate salary range are you aiming for?

Middle+
171

Tell us about TF-IDF: how it works, what the final matrix looks like.

Middle+
171

Как учитывать временной промежуток между покупками для релевантности товаров?

Middle — Senior
170

What business metrics and counter-metrics should be measured to evaluate a product promotion widget?

Middle
170

How to use collaborative methods for recommendations based on embeddings?

169

What splitting criteria are used in decision trees (e.g., entropy criterion)? Can you name others?

Middle+
169

What loss function is used by default in linear regression?

Middle+
169

Tell us about regularization in classical ML algorithms: L1 and L2. What are their properties and differences?

Middle+
169

Why is the analytical formula for linear regression not used in practice?

Middle+
169

How does stochastic gradient descent differ from the classical one?

Middle+
168

Why is it necessary to use the LEAD function to find future values by id in SQL?

Middle
168

How will we tune the parameters in gradient boosting? What parameters are there and what will you prioritize in tuning?

Middle+
168

How does dropout work during training and inference?

Middle
167

What error threshold should be used to stop training?

Middle — Senior
167

How are coroutines and the event loop structured in Python?

Middle
167

What are your future wishes, what do you want to do?

Middle+
166
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