Machine Learning Engineer Interview Prep
Land your dream machine learning role at Meta, Google, Amazon, Apple, Microsoft, Nvidia, and other top companies. Learn from mock interviews, frameworks, and advice from senior candidates. Explore ML system design, core concepts, coding, behavioral interviews, and more.
Top ML Engineer interview questions and answers
Interactive coding exercises and AI feedback
Full-length mock interviews & walkthroughs
4.8/5
9,400+ students
Updated Aug 2026
Taught by
Angelica C.ML Engineer, Google
Stefan K. Research Engineer, Helm.ai
Siddharth GadepalliML Engineer, FanDuel
Raj SinghML Engineer, Snap
Robert CosgriffSenior Software Engineer, Waymo
Ajith GovindasamyML Engineer, Blue Cross Blue Shield, Ventech
Nathan NgML Engineer, Citadel, Meta
Karthik MohanML Scientist, Amazon AI
Featured videos
Start with a free lesson, then unlock all 77 video lessons.
Interview prep trusted by 1M+ candidates who've landed jobs at
What you'll find in this course
6 courses
77 videos
52 hours
ML Engineer Introduction
2 lessons
1 video
ML System Design Questions
2 modules
19 lessons
12 videos
Design an Instagram Ranking Model
Deploy and Monitor an Instagram Ranking Model
Design a Spotify Recommendation System
Free
Design Evaluation Framework for Ads Ranking System
Design a System to Predict Netflix Watch Times
Train a Model to Detect Bots
Design a Landmark Recognition System
Design a System to Predict Youtube Ad Conversions
Design an ETA System for a Maps App
Design an App Suggestion System for Phones
Build Fraud Detection Model
Build Recommendation System for Online Courses
ML Concepts Questions
3 modules
25 lessons
9 videos
Describe Linear Regression
Explain the Bias-Variance Tradeoff
Explain “Training" and “Testing” Data
Discuss Batch, Mini-Batch, Stochastic Gradient Descent
Explain Feature Scaling and Normalization
Explain Classification vs Regression
Identify When Model Needs Refresh
Handle an Exploding Gradient
Select The Value of K in the K-Means Algorithm
ML Coding Questions
2 modules
10 lessons
8 videos
Software Engineering Coding Questions
15 modules
118 lessons
28 videos
Behavioral Interviews: A Practical Guide for Engineers
5 modules
28 lessons
19 videos
10 hours
Welcome to Behavioral Interviewing for Engineers
Free
Introduction to Engineering Behavioral Interviews
Free
Avoiding Downleveling
Approaching the 3 Question Types
Elevating Your Past Projects
Habits of High-Performing Candidates
Be Seen as a Senior Engineer (Part 1: Mock Interview)
Be Seen as a Senior Engineer (Part 2: Analysis)
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Question database and community answers
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and browse by company, role, or interview stage. Post your answers
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interview process, from the recruiting phone screen through
the final round.
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Mock interviews with AI and peers
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