How to organize data storage considering data from multiple sources: backend databases, clickstream, CRM, and communications?
Machine Learning / AI
What is Named Entity Recognition (NER)? What annotation is most commonly used (BIO, BIOES)?
What types of indexes exist?
Design an auto-tagging system for products by photo on a marketplace.
What are the data delivery speed requirements: real-time or batch?
What are sequence-based recommendations (SASRec, BERT4Rec)?
How to use Airflow for orchestrating ETL processes?
Why do transformers have multiple attention heads? What do they learn in practice?
Have you worked with Great Expectations and dbt tests for data quality verification?
Will the data be standardized and unified before loading into the warehouse?
Why choose the Kimball's star schema over the Operational Business Table (OBT)?
What is matrix factorization in recommendations (SVD, ALS)?
What is Feast and what are its components (offline/online store)?
What is a cure model?
How to monitor data upload completeness?