ML Job Interview Prep ML Frameworks

Resources, guides, and practice materials specifically for preparing for machine learning and AI job interviews at tech companies. Does NOT include general coding interview prep, job boards, or framework-specific deep learning tutorials (those belong in separate categories like pytorch-interview-preparation or tensorflow-interview-preparation).

There are 81 ml job interview prep frameworks tracked. 8 score above 50 (established tier). The highest-rated is alexeygrigorev/data-science-interviews at 61/100 with 9,815 stars.

Get all 81 projects as JSON

curl "https://pt-edge.onrender.com/api/v1/datasets/quality?domain=ml-frameworks&subcategory=ml-job-interview-prep&limit=20"

Open to everyone — 100 requests/day, no key needed. Get a free key for 1,000/day.

#	Framework	Score	Tier	Stars	Language
1	alexeygrigorev/data-science-interviews Data science interview questions and answers	61	Established	9,815	HTML
2	boost-devs/ai-tech-interview 👩‍💻👨‍💻 AI 엔지니어 기술 면접 스터디 (⭐️ 2k+)	53	Established	2,285	—
3	b7leung/MLE-Flashcards 200+ detailed flashcards useful for reviewing topics in machine learning,...	52	Established	2,373	—
4	apachecn/Interview Interview = 简历指南 + 算法题 + 八股文 + 源码分析	51	Established	8,958	Jupyter Notebook
5	datascienceinterviews/datascienceinterviews.github.io This is a completely open-source repo of interview questions and answers for...	51	Established	18	HTML
6	milaan9/DataScience_Interview_Questions My Solutions to 120 commonly asked data science interview questions.	51	Established	224	Jupyter Notebook
7	iamtodor/data-science-interview-questions-and-answers Data science interview questions with answers. Not ideally (yet)	51	Established	1,651	—
8	rbhatia46/Data-Science-Interview-Resources A repository listing out the potential sources which will help you in...	51	Established	3,316	—
9	Awesome-Interview/Awesome-Interview Collection of awesome interview references.	49	Emerging	1,837	—
10	Extremesarova/ds_resources Data Science Resources for interview preparation and learning	48	Emerging	118	—
11	315386775/DeepLearing-Interview-Awesome-2024 AIGC-interview/CV-interview/LLMs-interview面试问题与答案集合仓，同时包含工作和科研过程中的新想法、新问题、新资源与新项目	47	Emerging	2,779	—
12	bat67/awesome-deep-learning-and-machine-learning-questions 【不定期更新】收集整理的一些网站中（如知乎、Quora、Reddit、Stack Exchange等）与深度学习、机器学习、强化学习、数据科学相关的有价值的问题	46	Emerging	329	—
13	youssefHosni/Data-Science-Interview-Questions-Answers Curated list of data science interview questions and answers	43	Emerging	5,529	—
14	MukundAabha/Data_Science_ML_DL_NLP_Interview_Qus Data Science, Machine Learning, Deep Learning, NLP, Python & Library's cheat...	43	Emerging	67	—
15	khanhnamle1994/cracking-the-data-science-interview A Collection of Cheatsheets, Books, Questions, and Portfolio For DS/ML Interview Prep	43	Emerging	4,556	Jupyter Notebook
16	JifuZhao/120-DS-Interview-Questions My Answer to 120 Data Science Interview Questions	43	Emerging	504	Jupyter Notebook
17	jayinai/ml-interview Preparing for machine learning interviews	43	Emerging	903	Jupyter Notebook
18	ShanghaiTechAIClub/DLInterview Deep Learning Interview 深度学习面试题目汇总	42	Emerging	1,113	—
19	geektutu/interview-questions 机器学习/深度学习/Python/Go语言面试题笔试题(Machine learning Deep Learning Python and Golang...	42	Emerging	1,146	Jupyter Notebook
20	ashishtele/Quick-Notes-for-ML-DS It contains interview preparation notes provided by iNeuron, important...	42	Emerging	155	—
21	open-interview/open-interview 🎬 Interview prep that actually slaps — Swipe through 1000+ tech questions....	41	Emerging	2	HTML
22	murufeng/Awesome-AI-algorithm 人工智能算法方面的综合资料合集:包括求职面试、机器学习、深度学习、强化学习等方面的资料和代码	41	Emerging	320	—
23	khangich/machine-learning-interview Machine Learning Interviews from FAANG, Snapchat, LinkedIn. I have offers...	41	Emerging	12,419	—
24	amusi/Deep-Learning-Interview-Book 深度学习面试宝典（含数学、机器学习、深度学习、计算机视觉、自然语言处理和SLAM等方向）	41	Emerging	8,739	—
25	amusi/AI-Job-Notes AI算法岗求职攻略（涵盖准备攻略、刷题指南、内推和AI公司清单等资料）	41	Emerging	6,018	—
26	xtreamsrl/xtream-ai-assignment-engineer Assignments for the interviews of our AI team	41	Emerging	5	—
27	adijo/data-science-prep Problems from https://datascienceprep.com/	40	Emerging	124	Jupyter Notebook
28	km1994/RES-Interview-Notes 该仓库主要记录推荐系统算法工程师相关的面试题	40	Emerging	592	—
29	xtreamsrl/xtream-ai-assignment-ai-scientist Assignments for the interviews of our AI team	40	Emerging	6	—
30	zhengjingwei/machine-learning-interview 算法工程师-机器学习面试题总结	40	Emerging	1,645	—
31	masmahbubalom/InterviewQuestions This is a collection of DS, AI, ML, DL, NLP, Computer Vision job interview questions.	39	Emerging	161	—
32	aaaastark/Top-Big-Data-Scientist-Questions-For-Interview Top Big Tech Data Science Questions	39	Emerging	19	—
33	aershov24/machine-learning-ds-interview-questions 🔴 1704 Machine Learning, Data Science & Python Interview Questions...	39	Emerging	118	—
34	girijesh-ai/ai-interview-codex Comprehensive ML/AI interview codex with iterative system design,...	38	Emerging	20	Python
35	BoltzmannEntropy/interviews.ai It is my belief that you, the postgraduate students and job-seekers for whom...	38	Emerging	4,814	—
36	mohitzsh/ML-Interview Resources I used for ML Engineer, Applied Scientist and Quant Researcher interviews.	38	Emerging	323	—
37	mrsaeeddev/ai-interview-questions 🤖 Real-World AI Interview Questions for You!	37	Emerging	17	—
38	deshwalmahesh/DataScience-StudyMaterial Just some stuff for Interview questions, books, annotated paper, notes,...	37	Emerging	124	—
39	amusi/AI-Job-Recommend 国内公司人工智能方向（含机器学习、深度学习、计算机视觉和自然语言处理）岗位的招聘信息（含全职、实习和校招）	37	Emerging	770	—
40	LongxingTan/Machine-learning-interview 机器学习工程师、算法工程师、软件工程师、数据科学家-面试指南 \| Interview guide for MLE, SDE, DS	37	Emerging	272	—
41	AbdullahButt2611/Interview-Questions A comprehensive collection of categorized interview questions and detailed...	36	Emerging	4	Python
42	Sophia-11/AI-Job-Info 互联网大厂面试经验	36	Emerging	269	—
43	ibragim-bad/machine-learning-design-primer Learn how to design and implement effective Machine Learning systems from...	33	Emerging	271	—
44	jzsherlock4869/algorithm-engineer-prepares A brief collections of (minimal) required knowledge for algorithm engineers....	33	Emerging	39	—
45	msaroufim/ml-design-patterns Software Architecture for ML engineers	32	Emerging	418	—
46	rohanmistry231/ML-Interview-Preparation-Hub A curated collection of resources, notes, and practice problems for...	31	Emerging	24	—
47	mawady/RoadToFAANG_CV The Hitchhiker’s guide in getting a FAANG job (Computer Vision)	30	Emerging	90	—
48	mcxraider/interview-preparation technical interviews	29	Experimental	2	—
49	srummanf/Data-Structures-And-Algorithms_SQL-DA-DS_Interview-Practice All in one place for Interview Preps - DSA - Data Analytics - ML/DL -...	28	Experimental	23	Java
50	westonkl/InterviewPrep A interview preparation guide for myself and others to help land a dream job!	27	Experimental	16	—
51	elaheh-dastan/data-scientist-interview Data Science Interview Questions and Answers	27	Experimental	24	Python
52	rohanmistry231/Data-Science-Interview-Courses-Materials A curated collection of resources, notes, and practice materials for...	25	Experimental	26	—
53	backpropagation64/mle-interview-questions Interview Questions and Answers for Machine Learning Engineer role	24	Experimental	117	—
54	rohanmistry231/ML-Interview-Preparation A comprehensive resource for machine learning interview preparation,...	24	Experimental	25	Python
55	rohanmistry231/Scikit-Learn-Interview-Preparaion A targeted resource for mastering Scikit-Learn, featuring practice problems,...	23	Experimental	18	Python
56	rohanmistry231/PyTorch-Interview-Preparation A targeted resource for mastering PyTorch, featuring practice problems, code...	23	Experimental	20	Python
57	OrangeAILab/AI-4-Interview We collect the common knowledges and code for deep learning interviews	23	Experimental	4	C++
58	dongfengchi/algo_engineer_zero_to_one 算法工程师从零到一 https://dongfengchi.github.io/algo_engineer_zero_to_one/	23	Experimental	16	—
59	rohanmistry231/Tensorflow-Interview-Preparation A comprehensive resource for mastering TensorFlow, featuring practice...	23	Experimental	16	Python
60	rohanmistry231/DL-Interview-Preparation A comprehensive resource for mastering deep learning, featuring practice...	23	Experimental	24	—
61	omarmass/coding-interview-university 🚀 Master coding interviews with a structured study plan that prepares you...	22	Experimental	—	—
62	iamarunbrahma/machine-learning-interview Machine Learning Interview Preparation Guide	22	Experimental	5	—
63	rohanmistry231/Keras-Interview-Preparation A focused resource for mastering Keras, featuring practice problems, code...	22	Experimental	12	Python
64	ja3260/interview-guide 🤖 Streamline your job search with InterviewGuide, an AI-powered platform for...	21	Experimental	—	Java
65	anastasiamkh/engineering-machine-learning-systems Structured notes on designing scalable and fault-tolerant ML systems, to...	19	Experimental	4	—
66	epythonlab2/AI-ML-Interview-Practice Build Python skills through real data problems similar to what ML engineers...	18	Experimental	2	—
67	gyf45/ai-engineer-interview-questions This repository contains a curated list of interview questions specifically...	18	Experimental	1	—
68	mhezarei/data-science-interview-question-bank A collection of technical questions asked in data science interviews.	14	Experimental	21	—
69	ipartzix/FAANG-DSA-Python FAANG-level DSA in Python for ML Engineer prep & SDE interview practice.	14	Experimental	1	Python
70	pacemaker-work/tech-interview-questions 많이 다뤄지는 기술 면접 질문 리스트 (기본 CS 부터 프론트엔드, 백엔드, 데이터, AI/ML 까지)	13	Experimental	9	—
71	dayyass/ml-interviews My solutions for Home Assignments for Machine Learning Job Interviews.	13	Experimental	9	Jupyter Notebook
72	elmumue99/MLE_Interview_Notes 📚 Explore key concepts in computer science, data analysis, and deep learning...	13	Experimental	—	—
73	emailic/Google-Interview-Prep-SE-CV All you need in order to prepare for a Machine Learning Software Engineer...	12	Experimental	6	—
74	Vitgracer/computer-vision-interview-prep Common questions and answers to prepare yourself for the Computer Vision &...	12	Experimental	1	—
75	ParimalA24-DS/DATASCIENTISTMLINTERVIEWPREP24 DATASCIENTST ML INTERVIEW PREP24	12	Experimental	5	Jupyter Notebook
76	nidhiupman568/Basics-Of-Machine-Learning Mastering Machine Learning Basics: Essential Interview Questions 🤖	11	Experimental	4	—
77	oyb98/AI-Interview-Playbook 🎯 Your ultimate guide to acing AI interviews — from theory to real-world...	11	Experimental	2	—
78	sparktsao/Questions100 100 curated AI/ML/Security interview questions with answers	11	Experimental	—	HTML
79	devflash101/ml-interview-questions Data Science and Machine Learning Interview Questions and Answers I faced.	11	Experimental	3	—
80	javxier/dataannotation.tech ai/ml technical interview	10	Experimental	2	Python
81	prakhargurawa/Machine-Learning-Data-Science-Interview-Prepration Some materials for ML/DS Interviews	10	Experimental	2	—

Comparisons in this category