Sobes.tech

Machine Learning / AI

Is it possible to replace a 3x3 convolution with two consecutive 3x1 and 1x3 convolutions? What are the advantages and disadvantages?

Middle — Senior
262

How to decide on the loss function for a model from a business and data perspective?

Middle
262

What is the mathematical idea behind diffusion models? What are the forward and reverse processes?

Senior
262

What is fastembed and why is it convenient for prototyping?

Middle — Senior
262

How to perform cross-validation on time series?

Middle — Senior
262

Why not work directly with the source database?

Middle
262

Why choose the Kimball's star schema over the Operational Business Table (OBT)?

Middle
261

Tell me more about the Root Cause Analysis (RCA) project — what it is and how the system was implemented.

Senior
261

Is it clear what the company does (processing reviews on marketplaces and geoservices, analytics for partners)?

261

What types of sorting do you know and what are their time and memory complexities?

Junior — Middle
261

What is tree-of-thoughts?

Middle — Senior
261

What is SAC (Soft Actor-Critic) and why use maximum entropy RL?

Middle — Senior
261

What is a bottleneck layer and what is it used for?

Middle
261

Why is __len__ needed in Dataset? Why do we need to know the length?

Middle
260

Can linear regression be used in cases of sample bias?

Middle — Senior
260

What semantics should be reflected in batching for identification?

Middle — Senior
260

How to check for duplicates by attribute in an SQL table?

260
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