Sobes.tech

Machine Learning / AI

There's still a bit of time — shall we try to optimally rewrite the ROC-AUC solution (using sorting and ranks in O(n log n))?

Senior
230

How will you form a dataset for training such a ranker?

Senior
221

Moreover, perhaps the quality of the player should be somehow evaluated online — if the user started watching, how much did they watch?

Senior
196

What is the difference between list and tuple?

Senior
195

Are we leaving boosting as a model, or how?

Senior
194

What do you mean by depth when scrolling a page or a block?

Senior
186

What is the difference between self-attention and cross-attention?

Senior
172

Recommendations for blocks on the main page of an online cinema Write a plan to solve a product task from reviewing required data to training, testing, and deploying a model (or, if possible, without ML - then without a model). The online cinema has a main page. It consists of different blocks. There is a catalog of blocks. Blocks can contain different amounts of content. There is a ready-made movie recommender, i.e., a catalog of movies ordered by relevance. Design a personalized block recommender and its application algorithm, which satisfies the business rule - show one content on the main page once.

Senior
171

How difficult will it generally be to adapt to the time zone?

Senior
171

What do we take as positive and negative when training a double-headed network, and what loss is used?

Senior
170

What is Precision?

Senior
167

What is the difference between self-attention in the encoder and self-attention in the decoder?

Senior
166

You used the term 'PropNail/TopNail Optimization' — what is it?

Senior
166

Tell me, what is the offline metric NDCG?

Senior
166

What is the QPS if N movies (posters) are shown per page?

Senior
165

Regarding location — do you consider remote work?

Senior
164

How would you solve this problem — what algorithm/approach would you use?

Senior
163

Is it always good when the scroll depth is large?.

Senior
160

We have a catalog of movies ranked by a model, and separately blocks-collections of these movies with different content quantities and types. How would you approach ranking these blocks on the main page for a user? What metrics would you suggest?

Senior
156

Tell me more about FAISS: how is the index structured, how is it deployed, and how does the end-to-end system work?

Senior
156
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