What is context length and why is it difficult to extend?
Middle — Senior
309
Machine Learning / AI
3611
0
What prompt compression techniques do you know (LLMLingua)?
291
What is overfitting and how to fight it?
278
What are the causes of overfitting?
276
What methods can be used to improve a model?
Middle — Senior
268
What is autocorrelation and partial autocorrelation (ACF, PACF)?
Middle — Senior
241
How to estimate the median response time of a service with a large volume of logs that do not fit into memory?
228
How to choose data for median estimation: sequential pass or random subsampling?
Middle — Senior
220
What are the types of regularization and how do they work?
210
What is an experience replay buffer and why is it needed?
Middle — Senior
204
Why can model weights become large and why is it necessary to reduce them with regularization?
203
What is calibration and why is it important for fairness?
199
What is t-SNE/UMAP visualization of feature space in CV model?
Junior — Senior
199
How to organize containerization and deployment of models?
197
What are Medusa and multi-token prediction heads?
195
How is the problem of finding a pair of numbers with a given sum solved?
Middle — Senior
194
What types of errors occur in medical protocols and how can they be classified?
Middle — Senior
193
What is NCCL and what is it responsible for?
191
Design an OCR + NLP system for processing scanned contracts.
190
How to test an LLM agent (deterministic tests, replay, mocked tools)?
Middle — Senior
190