Bot Detection | ML System Design Problem Breakdown
00:00 Introduction
01:09 Delivery Framework
04:10 Problem Clarification and Objectives
15:22 High Level Design
21:18 Data and Features
29:37 Modeling
40:56 Inference and Evaluation
49:13 Deep Dive: Anomaly Detection
59:23 Wrap-up
A step-by-step breakdown of Bot Detection.
Stefan, a former Meta senior manager and current co-founder of Hello Interview, walks through the problem from the perspective of an interviewer.
Connect with me on LinkedIn:
Stefan: / stefanmai
Resources:
1. Read the written version of this problem: https://www.hellointerview.com/learn/...
2. Excalidraw from the video: https://link.excalidraw.com/l/56zGeHi...
3. Learn more about our Delivery Framework for ML System Design: https://www.hellointerview.com/learn/...
4. More about the differences in ML interviews: https://www.hellointerview.com/learn/...
5. Evaluations in ML system design interviews: https://www.hellointerview.com/learn/...
6. Vote for the question you want us to do next: https://www.hellointerview.com/learn/...
Preparing for an upcoming interview and want to practice with top FAANG interviewers like Stefan? Schedule a mock interview with a experienced ML interviewer: https://www.hellointerview.com/mock/s...
All the best with your upcoming interview!