What distributions exist and where are they applied?
Middle — Senior
254
Machine Learning / AI
3636
0
Design an auto-tagging system for products by photo on a marketplace.
254
What is a 1x1 convolution and what is it used for?
Junior — Senior
254
Why does a network with BatchNorm converge faster?
Middle — Senior
254
What is feature engineering for time series (lags, rolling stats, datetime features)?
Middle — Senior
253
Why did you leave your previous jobs and what is important to you in a new position?
Middle+
253
Why can't accuracy be directly optimized?
Middle — Senior
253
What are the fundamental differences between GloVe and word2vec?
Middle — Senior
253
What LLM evaluation benchmarks do you know (MMLU, BBH, GSM8K, HumanEval)?
Senior
253
What methods are used for anomaly detection in images (PaDiM, PatchCore)?
Middle — Senior
253
253
What loss functions and metrics are best to use when forecasting demand for perishable goods?
Middle
253
Tell about quantization of models: what it is, why it is needed, and what types exist.
Senior
253
When did you join 1C-Rarus? Did you have a mentor or supervisor who helped you immerse in the tasks?
Senior
253
How is the RAG architecture organized?
Middle
253
When does deep learning outperform GBDT on tabular data?
Middle — Senior
252
How to organize human eval of LLM responses in a team?
252
What is self-supervised pretraining for GNN?
Middle — Senior
252
How to check the quality of new features and hypotheses in risk models and what metrics to use?
Middle — Senior
252
Design a relevance scoring system for search results with LLM-judge.
Senior
252