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12 questions

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Machine learningMedium
Analyze CTR Data and Train Model
Companies: Reddit
CTR Prediction & Ads ML · Supervised Learning
Open workspace
Machine learningHard
Build and assess CTR prediction
Companies: Uber
CTR Prediction & Ads ML · Model Evaluation
Open workspace
Machine learningMedium
Compare DCN v1 vs v2 and A/B test
Companies: Apple
CTR Prediction & Ads ML · Experiment Design (A/B Testing)
Open workspace

Machine learningEasy

Design a CVR model for RTB bidding

Companies: The Trade Desk

CTR Prediction & Ads ML · Feature Engineering

Machine learningHard

Design a Real-Time Personalized Ad Selection System

Companies: Upstart

CTR Prediction & Ads ML · ML System Design

Machine learningMedium

Design an ad recommendation and ranking system

Companies: Meta

CTR Prediction & Ads ML · Ranking Models

Machine learningEasy

Design and evaluate an ads ranking algorithm

Companies: Meta

CTR Prediction & Ads ML · Ranking Models

Machine learningMedium

Explain normalization, regularization, CTR, imbalance handling

Companies: Microsoft

CTR Prediction & Ads ML · Neural Networks & Training

Machine learningHard

How to Architect a Personalized Ads Serving System

Companies: Upstart

CTR Prediction & Ads ML · ML Data Pipelines & Feature Stores

Machine learningEasy

How would you design a Shop Ads ranking algorithm?

Companies: Meta

CTR Prediction & Ads ML · Ranking Models

Machine learningMedium

Model an ads ranking system

Companies: Snapchat

CTR Prediction & Ads ML · Ranking Models

Machine learningMedium

Ranking Google Play Store ads: objective, install prediction signals, and auction

Companies: Google

AI Product Management · CTR Prediction & Ads ML

Interview questions by company and topic | SysRound