How do you evaluate the readiness of a support ticket classification system for deployment?
Middle+
209
Machine Learning / AI
3611
0
Besides F1 and recall, what metrics were used to evaluate the classifier?
Middle+
205
Have you had tabular models in production?
Middle+
183
What is a topic in Kafka?
Middle+
182
What metrics would you monitor after deploying a model in production: service, data, and model metrics?
Middle+
169
Describe your experience with Docker: how to package and deploy an ML service?
Middle+
169
There is a 5% lead closing rate, several countries, and agents. How can ML determine which agent to assign a new lead?
Middle+
159
What metrics would you use to evaluate a lead assignment system to agents?
Middle+
157
Tell us what you know about search, ranking, recommendation, and personalization tasks.
Middle+
157
What is a partition in Kafka?
Middle+
157
Tell us about yourself and your experience as an ML engineer.
Middle+
157
How to normalize the score so that a new agent without history also receives leads and can sell?
Middle+
153
How would you explain this solution to stakeholders without statistical training?
Middle+
152
Why do you suggest CatBoost for this task?
Middle+
151
How would you rate your experience in tabular ML compared to NLP and LLM?
Middle+
150
Agent A closed 7 out of 70 leads, and agent B — 2 out of 3. How to compare them fairly?
Middle+
147
Which baseline and final model candidate will you choose for this task?
Middle+
145
Tell about a case when a model worked well offline but poorly in production: what happened and what did you do?
Middle+
145
What is your experience with Microsoft Azure and can you deploy a solution there?
Middle+
140
Tell us about yourself in English: briefly describe your most important skills and experience.
Middle+
139