Tech Interview Questions

Practice 9,160+ interview questions from top companies including Google, Meta, Amazon, and more. Filter by company, role, and category.

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Machine Learning Engineer + Data Scientist + Software Engineer Interview Questions

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9.2k Questions 486 Companies08.16.2026
Showing 20 results
Role
Google logo
Google
Medium
Data Scientist

Describe Your Research and Cross-Functional Collaboration Experience

Behavioral Interview: Research Rigor and Cross-functional Collaboration You are interviewing for a Data Scientist role in a technical phone screen. Th...

Behavioral & Leadership
13
0
60 people solved
Jul 12, 2025
Google logo
Google
Medium
Data Scientist

Engineer Features to Enhance Smartphone Battery Life Prediction

Battery Life Prediction with Sparse History You are given sparse discharge traces that record battery percentage over elapsed time for prior usage ses...

Machine Learning
104
0
385 people solved
Jul 12, 2025
Fannie Mae logo
Fannie Mae
Medium
Data Scientist

Design Test Cases for UI Change: Ensuring Quality and Functionality

Mission-Aware QA Collaboration: UI and Backend Testing You are interviewing for a Data Scientist role that collaborates closely with QA engineers and ...

Behavioral & Leadership
73
0
43 people solved
Jul 12, 2025
TikTok logo
TikTok
Hard
Data Scientist

Design Real-Time Credit Card Fraud Detection System

Design a Real-Time Credit-Card Fraud Detection System You are designing a real-time fraud detection system for an online payments platform that proces...

Machine Learning
22
0
77 people solved
Jul 12, 2025
TikTok logo
TikTok
Easy
Data Scientist

Define Credit and Its Importance for Consumers and Banks

Explain Credit and Why It Matters A bank is onboarding a new analyst and wants to confirm their understanding of fundamental lending concepts. You are...

Behavioral & Leadership
41
0
136 people solved
Jul 12, 2025
Netflix logo
Netflix
Medium
Data Scientist

Describe Leading a Project from Ideation to Delivery

Describe Leading a Project from Ideation to Delivery A hiring manager wants a deep dive into your most impactful project to evaluate ownership, techni...

Behavioral & Leadership
25
0
102 people solved
Jul 12, 2025
Citadel logo
Citadel
Medium
Data Scientist

Implement Left Join Using Python Dictionaries Efficiently

Orders +---------+----------+--------+ | order_id| customer | amount | +---------+----------+--------+ | 101 | C1 | 250 | | 102 | ...

Data Manipulation (SQL/Python)
88
0
307 people solved
Jul 12, 2025
Roku logo
Roku
Medium
Data Scientist

Analyze Profit Decline: Data Collection and Hypothesis Testing

Analyze Profit Decline: Data Collection and Hypothesis Testing You manage a coffee shop whose profits have recently declined. You need to diagnose the...

Analytics & Experimentation
15
0
69 people solved
Jul 12, 2025
Lyft logo
Lyft
Easy
Data Scientist

Determine Probability of Single Ride on Following Day

Determine Probability of a Single Ride on the Following Day A pricing experiment gives each new rider two ride opportunities on day 1. For each offere...

Statistics & Math
37
0
135 people solved
Jul 12, 2025
Meta logo
Meta
Hard
Data Scientist

Evaluate Social Media's Brand Advertising Effectiveness

Evaluate Social Media's Brand Advertising Effectiveness A retailer runs both direct-response ads and brand-awareness ads. Leadership suspects social-m...

Analytics & Experimentation
77
0
192 people solved
Jul 12, 2025
Capital One logo
Capital One
Medium
Data Scientist

Evaluate Energy One's Transition to Renewable Energy Sources

Evaluate Energy One's Transition to Renewable Energy Sources Energy One is evaluating a move from fossil fuels to renewable power and must analyze fin...

Analytics & Experimentation
62
0
157 people solved
Jul 12, 2025
Meta logo
Meta
Medium
Data Scientist

Describe Handling Cross-Functional Projects and Changing Priorities

Describe Handling Cross-Functional Projects and Changing Priorities This behavioral prompt evaluates how you collaborate across functions, respond to ...

Behavioral & Leadership
52
0
84 people solved
Jul 12, 2025
Meta logo
Meta
Medium
Data Scientist

Choose Metrics for Evaluating Fake-User Classifier

Choose Metrics for Evaluating a Fake-User Classifier A sudden spike in daily average comments may be driven by fake users. You are asked to build a bi...

Machine Learning
19
0
51 people solved
Jul 12, 2025
Meta logo
Meta
Medium
Data Scientist

Analyze User Comment Distribution and Sampling Effects

Analyze User Comment Distribution and Sampling Effects You are analyzing daily comment counts per user. The individual user-level distribution is righ...

Statistics & Math
116
3
360 people solved
Jul 12, 2025
Meta logo
Meta
Medium
Data Scientist

Build Trust Quickly with New Team Stakeholders

Build Trust Quickly with New Team Stakeholders This behavioral prompt assesses cross-functional collaboration for a data scientist role. The interview...

Behavioral & Leadership
17
0
82 people solved
Jul 12, 2025
Meta logo
Meta
Medium
Data Scientist

Analyze Revenue Shifts to Identify Cannibalization Effects

Analyze Revenue Shifts to Identify Cannibalization Effects Management observes strong revenue growth from one creation_source, such as a channel where...

Analytics & Experimentation
18
0
52 people solved
Jul 12, 2025
Amazon logo
Amazon
Medium
Data Scientist

Describe Overcoming Obstacles and Taking Calculated Risks

Describe Overcoming Obstacles and Taking Calculated Risks This is an Amazon leadership interview prompt for a data scientist role. The interviewer is ...

Behavioral & Leadership
14
0
63 people solved
Jul 12, 2025
Capital One logo
Capital One
Medium
Data Scientist

Identify Key Profit Factors for $54 Premium Plan

Identify Key Profit Factors for a $54 Premium Plan A cloud-service or SaaS startup's CEO wants to evaluate monthly profitability for a $54 per month p...

Analytics & Experimentation
66
0
195 people solved
Jul 12, 2025
Snapchat logo
Snapchat
Medium
Data Scientist

Determine Optimal Energy Project for 10% ROI Target

Determine Optimal Energy Project for a 10% ROI Target An energy company is evaluating investments in new renewable projects and must hit a 10% annual ...

Analytics & Experimentation
95
0
384 people solved
Jul 12, 2025
Meta logo
Meta
Medium
Data ScientistNew Grad

Describe Overcoming a Major Challenge in Your Career

Describe Overcoming a Major Challenge in Your Career This is a behavioral deep-dive for a new-grad data scientist role. The interviewer may ask severa...

Behavioral & Leadership
94
0
238 people solved
Jul 12, 2025