Machine Learning Interview Guide

Last updated: 2024-11-25
Owner: Yu Sun

Preface

This repository serves as a comprehensive guide for machine learning interview preparation. All code and content are based on my personal experience and various reputable resources.

Table of Contents

• Task Status Legend
  • ☐ Not Started
  • ➤ In Progress
  • ☑ Completed

Status	Chapter	Description
☐	Chapter 1	General Coding (Algorithms and Data Structures)
➤	Chapter 2	Machine Learning Coding
➤	Chapter 3	ML System Design (Updated in 2023)
➤	Chapter 4	ML Fundamentals & Theory
☐	Chapter 5	Behavioral Interview Techniques
☐	Chapter 6	Project Deep Dive
☐	Chapter 7	Cutting-Edge Knowledge in ML

References

Top Starred Repositories for Machine Learning Interviews

Here we chose public repos with keywords "machine learning interview" in GitHub with over 1k stars.

Repository	Stars	Last Update	Summary
khangich/machine-learning-interview	9.7k	2023-08-31	A comprehensive ML interview repository covering LeetCode-style questions, ML Q&A, and real-world ML system design examples.
aaronwangy/Data-Science-Cheatsheet	5k	2023-03-15	A simple, unfinished data science cheatsheet covering limited foundational ML concepts.
alirezadir/Machine-Learning-Interviews	4.7k	2024-03-05	A complete ML interview guide with sections on General Coding, ML Coding, ML System Design, ML Theory, and Behavioral aspects, forming the basis of this repository's structure.
andrewekhalel/MLQuestions	3k	2024-05-22	Contains 65 foundational ML questions and 13 NLP-related questions, with external references for answers rather than direct solutions.
rbhatia46/Data-Science-Interview-Resources	2.8k	2024-08-07	Contains numerous foundational questions on Data Science and ML, with answers linked to external blogs or videos.
DarLiner/Algorithm_Interview_Notes-Chinese	2.2k	2018-11-03	Comprehensive Chinese-language interview questions covering programming, data structures, algorithms, math, CV, NLP, ML, DL, and includes practical coding exercises.
Sroy20/machine-learning-interview-questions	1.5k	2019-05-19	A set of over a hundred ML, DL, and math interview questions, without accompanying answers.
zhengjingwei/machine-learning-interview	1.3k	2019-09-26	A Chinese-language repository with over a hundred ML interview questions, mostly without solutions.
devAmoghS/Machine-Learning-with-Python	1.2k	2024-08-04	Extensive ML coding examples, complete with data and Python code for hands-on practice.
geektutu/interview-questions	1.1k	2024-08-06	Contains some Chinese-language ML interview questions and a few practical clustering algorithm examples.