Onsite Interview Questions

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ml coding
ByteDance
TikTok

ByteDance ML: Binary Logistic Regression (NumPy)

Implement a binary logistic regression classifier from scratch with NumPy. Learn fit, predict_proba, predict, BCE loss and gradient descent. Practice coding now.

Software Engineer, ML EngineerEntry Level
ml foundation
Bytedance
TikTok
Netflix

Bytedance ML Engineer Interview — Cold Start Problem

Bytedance ML interview prep: Cold Start in recommender systems—learn content-based, hybrid and transfer-learning fixes and how to explain trade-offs. Try examples.

Machine Learning Engineer, Data ScientistEntry Level
ml system design
ByteDance
TikTok
Twitch

ByteDance ML System Design: Live Stream Violation Penalty

Design a low-latency, scalable live streaming violation penalty system for ByteDance. Learn architecture, schemas, and enforcement — prepare for system design interviews.

Software Engineer, ML EngineerMid Level
infrastructure foundation
ByteDance
TikTok

ByteDance System Administration Interview: Linux & Cloud

Prepare for ByteDance system administration interviews: master Linux ops, cloud IaaS/PaaS, automation, virtualization, security and logging. Practice now.

Software Engineer, Site Reliability EngineerEntry Level
backend system design
ByteDance
TikTok
Kuaishou

ByteDance System Design: Reward Backend for High QPS

Design a scalable, fault-tolerant reward backend for ByteDance that handles 10k QPS. Explore caching, rate limiting, load balancing and consistency—study now.

Software Engineer, Backend EngineerMid Level
coding
Cisco
Amazon
Google

Cisco Coding Interview: Look-and-Say Next Term

Practice Cisco coding screens: implement Look-and-Say next term for digit strings. Learn approach, edge cases, and complexity tips — try it now.

Software Engineer, Backend EngineerEntry Level
cs foundation
Cisco
Juniper
Arista

Cisco CS Foundation: System Monitoring & Troubleshooting

Prepare for Cisco system monitoring interviews: master Linux process tools (ps, top, pgrep), inspect ports with ss/netstat/lsof, and test troubleshooting steps.

Software Engineer, Site Reliability EngineerEntry Level
behavioral
Coupang
Amazon
Google

Coupang Behavioral Interview: Conflict Resolution Guide

Prep for Coupang's Conflict Resolution interview: structure STAR examples, show mediation and cross-functional communication, and practice concise answers.

Software Engineer, Senior Software EngineerEntry Level
coding
Coupang
Amazon
Google

Coupang Coding Interview: Connected Components (Graph)

Count connected components in an undirected graph with BFS/DFS or Union-Find. See approach, complexities, and interview tips for Coupang ML Engineer. Read now

Machine Learning Engineer, Software EngineerEntry Level
infrastructure foundation
Coupang
Amazon
Google

Coupang Infra Interview: Kubernetes Storage Management

Prepare for Coupang infrastructure screens: deep dive into Kubernetes storage, PV/PVC lifecycle, storage classes, and setup steps. Read practice follow-ups.

Software Engineer, Site Reliability EngineerEntry Level
ml system design
Coupang
Amazon
eBay

Coupang ML System Design: Scalable E-commerce Search

Design a scalable e-commerce search system (semantic & vector search) for Coupang. Learn low-latency retrieval, ranking, filtering, and scaling choices.

Machine Learning Engineer, Search EngineerMid Level
backend system design
Coupang
Google
YouTube

Coupang System Design: Large Video Upload (Backend)

Plan a scalable, fault-tolerant large video upload system with chunked, resumable uploads, object storage and processing. Review trade-offs and interview prep.

Software Engineer, Backend EngineerMid Level

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