Dataford
Interview QuestionsInterview GuidesExperiencesMock InterviewsPricing
Get started

Batch vs Streaming Model Evaluation

MediumPipelines00:00
Practice interviewer
In session
5 left
00:00

Your question is Batch vs Streaming Model Evaluation. Take a moment with it on the right.

Talk me through your thinking if you like. When you're confident, submit your answer and I'll grade it like a real screen (7/10 or better passes).

You need to log in / sign up to chat or submit.

Problem

Scenario

You're working on a pipeline that computes model evaluation results from application outputs and human or automated labels. Before choosing an implementation, you want to compare whether the evaluation system should run in scheduled batch jobs, continuous streams, or a mix of both.

Question

Explain the trade-offs between batch processing and streaming architectures in the context of model evaluation.