Machine Learning / AI

What is prompt tuning and where is it applied?

What are quantized embeddings and how are they used in production search?

Middle — Senior

HybridСовкомбанкВижнТех

Что такое temporal modeling и зачем нужен временной вход?

Senior

ВижнТехОстровок

Explain the scaled dot-product attention formula. Why divide by sqrt(d_k)?

Middle — Senior

ВижнТехГазпромбанк

What are the quality metrics for generation in RAG (faithfulness, answer relevancy, context precision/recall)?

What is the difference between autoregressive and masked language models?

Junior — Middle

ВижнТехОстровок

What is supervised fine-tuning (SFT)? What data is needed?

Middle — Senior

ТензорВижнТехМагнит

What are Latent Diffusion Models (Stable Diffusion)?

What is the exploration-exploitation tradeoff and how is it implemented (Thompson sampling, epsilon-greedy)?

What does the temperature parameter regulate?

Middle — Senior

ВектраЛабсВижнТехГазпромбанк

What is multilingual embeddings and how are they trained (LaBSE)?

Middle — Senior

2gisВижнТех

What is contamination in benchmarks and how is it dealt with?.

Senior

ВижнТехOZON

Design a UGC content moderation system (text + images).

What is beam search and why is it rarely used for open-ended generation?

What is observability in LLM applications (Langfuse, Arize, Phoenix)?

Middle — Senior

ВижнТехVK

What is BLIP-2 and what is the role of Q-Former?

What is a refiner in SDXL and its role?

What is product quantization (PQ) and what are its quality losses?