Sobes.tech

Machine Learning / AI

How do you handle the situation when a product is sold by different sellers?

Middle
157

So, you haven't had an end-to-end development cycle from data collection to deployment at any of your workplaces?

Middle+
156

What methods of experiment clustering (cluster randomization) are there?

Middle — Senior
156

Have you deployed your models to production yourself?

Middle+
156

Have you worked with Docker, MLflow, Airflow?

Middle+
156

How does a convolutional layer work?

Middle
155

Tell me about the transformer architecture: encoder-decoder, what happens inside the decoder?

Middle+
155

Name the classic methods of obtaining word embeddings (Word2Vec, FastText, TF-IDF, N-grams, etc.).

Middle+
155

Tell us about Batch Normalization: what it is and why it is needed?

Middle+
155

What is the difference between OLTP and OLAP systems?

Middle
154

Why does L1 regularization tend to zero weights, while L2 does not? How is this mathematically derived?

Middle+
154

Do they select a subset of features in individual tree nodes or for the entire tree?

Middle
154

Tell about Random Forest: how the training works, how trees are formed, and how predictions are made for classification tasks.

Middle+
154

What are the manifestations of weak models?

Middle+
154

How to organize work starting from the formulation of tasks?

Middle
154

What is a chat template and why is it needed for instructional models?

Middle — Senior
154

How to organize data auto-collection and training using Airflow?

Middle
154

What is survival analysis and what data is needed?

Senior
154

What is bagging?

Middle
153
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