Банк вопросов из реальных собеседований

The ISP wants to warn users about phishing pages. How to design a ML detection and warning system?

The agent confidently reports incorrect information. What engineering measures reduce the risk of fictional facts and dangerous activities?

The agent confidently reports incorrect information. What engineering measures reduce the risk of fictional facts and dangerous activities?

Tell us about the modern LLM architecture and learning process: what are the main stages, data, objective and loss used?

How does speculative generation accelerate step-by-step continuation, and what are the features of EAGLE techniques that predict future hidden traits?

How does speculative generation work and under what conditions does a large number of proposed tokens actually accelerate the underlying model?

The e-commerce application launches a TikTok-like video feed on the main page. There are products attached to each video, there are about 1500 videos and they live for 1-2 months. There is no history on the new surface. How to design a recommendation system?

How would you jointly design the device, recording protocol, and dataset for a computer-vision model on a medical endoscope?

Why shouldn’t the shipping cost or minimum order amount be the target variable? What to predict if the final price is chosen by the system?

Pipeline for PDF invoices works, but processing has become slow and expensive. How to look for bottlenecks and optimize?