Machine Learning / AI

What is POS-tagging? What models have been used historically?

Junior — Middle

СБЕРVK CloudOZON

What is continuous batching and how is it implemented in vLLM/TGI?

Middle — Senior

VK Cloud

What is contrastive learning in general (SimCLR, MoCo)?

Middle — Senior

VK CloudRubbles

What is pseudo-label refinement in segmentation?

Middle — Senior

VK CloudЛеруаМерленГазпромбанк

How does PANet improve FPN?

Middle — Senior

AvitoVK Cloud

What are DocFormer and BROS?

Middle — Senior

VK CloudЯндекс

What is AWQ and what is the idea of per-channel scaling?

Senior

VK Cloud

What are the techniques for integration testing of ML services?

Middle — Senior

ВТБVK Cloud

What are AlphaGo, AlphaGo Zero, and AlphaZero — key differences?

Middle — Senior

VK CloudSoftInterMob

What are RDF and SPARQL?

Senior

VK CloudSkyeng

What is self-reflection in agents (Reflexion)?

Middle — Senior

АвтомаконVK Cloud

What are the methods of automatic broken pipeline detection?

Middle — Senior

Альфа-БанкVK CloudМагнит

What is graph neural networks for molecular properties?

Senior

HeadHunterVK CloudОстровок

What is the idea of the Byte Pair Encoding (BPE) algorithm? Describe the training steps.

Junior — Middle

VK CloudНейроЛаб

What is Field-aware FM (FFM)?

Middle — Senior

Ниармедик Ваш Доктор РядомVK Cloud

How to measure throughput vs latency in LLM serving?

Senior

ДатаКорпVK Cloud

What is retrieval with a hybrid score (dense + sparse) and why combine them?

Middle — Senior

VK CloudSkyeng

How do ELMo embeddings differ from BERT?

Middle — Senior

ПАО Газпром нефтьVK CloudВектраЛабс