Machine Learning / AI

What is target encoding and what are its problems (overfitting, leakage)?

Middle — Senior

SelectelRubbles

What is disparate impact?

Senior

Selectel

Что такое Graph Isomorphism Network (GIN)?

Middle — Senior

Selectel

What is table extraction and what models are there (TableNet, TATR)?

Middle — Senior

SelectelАТОМ

What is a north star metric and proxy metrics?

Middle — Senior

SelectelRubbles

What are contextual bandits?

Middle — Senior

Selectel

What are EasyOCR and PaddleOCR?

Middle — Senior

Selectel

Что такое pointwise, pairwise, listwise подходы в learning to rank?

Middle — Senior

WildberriesSelectel

What is MDP (Markov Decision Process) and what are its components?

Middle — Senior

ПлатформаОФДSelectel

How does pipeline parallelism differ from tensor parallelism?

Senior

Selectel

What is an experience replay buffer and why is it needed?

Middle — Senior

Ниармедик Ваш Доктор РядомСамокатSelectel

What is graph pooling (TopK, DiffPool, SAGPool)?

Middle — Senior

МТССамокатSelectel

Что такое CQL (Conservative Q-Learning)?

Middle — Senior

ПИКSelectel

What is Mean Absolute Scaled Error (MASE)?

Middle — Senior

ИннотехSelectel

What is MC Dropout as a Bayesian approximation?

Senior

SelectelRubbles

What is regression discontinuity design?

Senior

SelectelСамолёт

What is pool-based active learning?

Middle — Senior

Selectel

What is data poisoning and backdoor attacks?

Senior

Selectel

What are the production issues of OCR (low resolution, skew, shadows)?

Middle — Senior

ИннотехПАО Газпром нефтьSelectel

What is Jelinek-Mercer smoothing?

Senior

VisionLabsSelectel