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 72 ml job interview prep frameworks tracked. 3 score above 50 (established tier). The highest-rated is alexeygrigorev/data-science-interviews at 61/100 with 9,815 stars.

Get all 72 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	apachecn/Interview Interview = 简历指南 + 算法题 + 八股文 + 源码分析	51	Established	8,958	Jupyter Notebook
3	rbhatia46/Data-Science-Interview-Resources A repository listing out the potential sources which will help you in...	51	Established	3,316	—
4	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	—
5	boost-devs/ai-tech-interview 👩‍💻👨‍💻 AI 엔지니어 기술 면접 스터디 (⭐️ 2k+)	46	Emerging	2,285	—
6	b7leung/MLE-Flashcards 200+ detailed flashcards useful for reviewing topics in machine learning,...	45	Emerging	2,373	—
7	datascienceinterviews/datascienceinterviews.github.io This is a completely open-source repo of interview questions and answers for...	44	Emerging	18	HTML
8	milaan9/DataScience_Interview_Questions My Solutions to 120 commonly asked data science interview questions.	44	Emerging	224	Jupyter Notebook
9	Extremesarova/ds_resources Data Science Resources for interview preparation and learning	44	Emerging	118	—
10	iamtodor/data-science-interview-questions-and-answers Data science interview questions with answers. Not ideally (yet)	44	Emerging	1,651	—
11	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
12	youssefHosni/Data-Science-Interview-Questions-Answers Curated list of data science interview questions and answers	43	Emerging	5,529	—
13	Awesome-Interview/Awesome-Interview Collection of awesome interview references.	42	Emerging	1,837	—
14	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	—
15	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	—
16	khangich/machine-learning-interview Machine Learning Interviews from FAANG, Snapchat, LinkedIn. I have offers...	41	Emerging	12,419	—
17	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	39	Emerging	329	—
18	BoltzmannEntropy/interviews.ai It is my belief that you, the postgraduate students and job-seekers for whom...	38	Emerging	4,814	—
19	open-interview/open-interview 🎬 Interview prep that actually slaps — Swipe through 1000+ tech questions....	37	Emerging	2	HTML
20	jayinai/ml-interview Preparing for machine learning interviews	36	Emerging	903	Jupyter Notebook
21	JifuZhao/120-DS-Interview-Questions My Answer to 120 Data Science Interview Questions	36	Emerging	504	Jupyter Notebook
22	MukundAabha/Data_Science_ML_DL_NLP_Interview_Qus Data Science, Machine Learning, Deep Learning, NLP, Python & Library's cheat...	36	Emerging	67	—
23	ShanghaiTechAIClub/DLInterview Deep Learning Interview 深度学习面试题目汇总	35	Emerging	1,113	—
24	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...	35	Emerging	1,146	Jupyter Notebook
25	ashishtele/Quick-Notes-for-ML-DS It contains interview preparation notes provided by iNeuron, important...	35	Emerging	155	—
26	girijesh-ai/ai-interview-codex Comprehensive ML/AI interview codex with iterative system design,...	34	Emerging	20	Python
27	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	34	Emerging	272	—
28	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	34	Emerging	320	—
29	xtreamsrl/xtream-ai-assignment-engineer Assignments for the interviews of our AI team	34	Emerging	5	—
30	adijo/data-science-prep Problems from https://datascienceprep.com/	33	Emerging	124	Jupyter Notebook
31	xtreamsrl/xtream-ai-assignment-ai-scientist Assignments for the interviews of our AI team	33	Emerging	6	—
32	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	33	Emerging	592	—
33	zhengjingwei/machine-learning-interview 算法工程师-机器学习面试题总结	33	Emerging	1,645	—
34	masmahbubalom/InterviewQuestions This is a collection of DS, AI, ML, DL, NLP, Computer Vision job interview questions.	32	Emerging	161	—
35	aaaastark/Top-Big-Data-Scientist-Questions-For-Interview Top Big Tech Data Science Questions	32	Emerging	19	—
36	aershov24/machine-learning-ds-interview-questions 🔴 1704 Machine Learning, Data Science & Python Interview Questions...	32	Emerging	118	—
37	mohitzsh/ML-Interview Resources I used for ML Engineer, Applied Scientist and Quant Researcher interviews.	31	Emerging	323	—
38	mrsaeeddev/ai-interview-questions 🤖 Real-World AI Interview Questions for You!	30	Emerging	17	—
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）	30	Emerging	770	—
40	deshwalmahesh/DataScience-StudyMaterial Just some stuff for Interview questions, books, annotated paper, notes,...	30	Emerging	124	—
41	Sophia-11/AI-Job-Info 互联网大厂面试经验	29	Experimental	269	—
42	AbdullahButt2611/Interview-Questions A comprehensive collection of categorized interview questions and detailed...	29	Experimental	4	Python
43	mcxraider/interview-preparation technical interviews	26	Experimental	2	—
44	jzsherlock4869/algorithm-engineer-prepares A brief collections of (minimal) required knowledge for algorithm engineers....	26	Experimental	39	—
45	ibragim-bad/machine-learning-design-primer Learn how to design and implement effective Machine Learning systems from...	26	Experimental	271	—
46	msaroufim/ml-design-patterns Software Architecture for ML engineers	25	Experimental	418	—
47	rohanmistry231/ML-Interview-Preparation-Hub A curated collection of resources, notes, and practice problems for...	24	Experimental	24	—
48	mawady/RoadToFAANG_CV The Hitchhiker’s guide in getting a FAANG job (Computer Vision)	23	Experimental	90	—
49	omarmass/coding-interview-university 🚀 Master coding interviews with a structured study plan that prepares you...	22	Experimental	—	—
50	ja3260/interview-guide 🤖 Streamline your job search with InterviewGuide, an AI-powered platform for...	22	Experimental	—	Java
51	srummanf/Data-Structures-And-Algorithms_SQL-DA-DS_Interview-Practice All in one place for Interview Preps - DSA - Data Analytics - ML/DL -...	21	Experimental	23	Java
52	westonkl/InterviewPrep A interview preparation guide for myself and others to help land a dream job!	20	Experimental	16	—
53	elaheh-dastan/data-scientist-interview Data Science Interview Questions and Answers	20	Experimental	24	Python
54	rohanmistry231/Data-Science-Interview-Courses-Materials A curated collection of resources, notes, and practice materials for...	18	Experimental	26	—
55	rohanmistry231/ML-Interview-Preparation A comprehensive resource for machine learning interview preparation,...	18	Experimental	25	Python
56	rohanmistry231/Tensorflow-Interview-Preparation A comprehensive resource for mastering TensorFlow, featuring practice...	17	Experimental	16	Python
57	rohanmistry231/Scikit-Learn-Interview-Preparaion A targeted resource for mastering Scikit-Learn, featuring practice problems,...	17	Experimental	18	Python
58	rohanmistry231/PyTorch-Interview-Preparation A targeted resource for mastering PyTorch, featuring practice problems, code...	17	Experimental	20	Python
59	backpropagation64/mle-interview-questions Interview Questions and Answers for Machine Learning Engineer role	17	Experimental	117	—
60	rohanmistry231/DL-Interview-Preparation A comprehensive resource for mastering deep learning, featuring practice...	17	Experimental	24	—
61	epythonlab2/AI-ML-Interview-Practice Build Python skills through real data problems similar to what ML engineers...	16	Experimental	2	—
62	rohanmistry231/Keras-Interview-Preparation A focused resource for mastering Keras, featuring practice problems, code...	16	Experimental	12	Python
63	OrangeAILab/AI-4-Interview We collect the common knowledges and code for deep learning interviews	16	Experimental	4	C++
64	dongfengchi/algo_engineer_zero_to_one 算法工程师从零到一 https://dongfengchi.github.io/algo_engineer_zero_to_one/	16	Experimental	16	—
65	ipartzix/FAANG-DSA-Python FAANG-level DSA in Python for ML Engineer prep & SDE interview practice.	15	Experimental	1	Python
66	iamarunbrahma/machine-learning-interview Machine Learning Interview Preparation Guide	15	Experimental	5	—
67	sparktsao/Questions100 100 curated AI/ML/Security interview questions with answers	14	Experimental	—	HTML
68	luwelle/Production_GenAI_interview Provide practical AI interview questions focused on production deployment in...	14	Experimental	—	—
69	elmumue99/MLE_Interview_Notes 📚 Explore key concepts in computer science, data analysis, and deep learning...	14	Experimental	—	—
70	anastasiamkh/engineering-machine-learning-systems Structured notes on designing scalable and fault-tolerant ML systems, to...	12	Experimental	4	—
71	gyf45/ai-engineer-interview-questions This repository contains a curated list of interview questions specifically...	12	Experimental	1	—
72	Vitgracer/computer-vision-interview-prep Common questions and answers to prepare yourself for the Computer Vision &...	10	Experimental	1	—

Comparisons in this category

data-science-interviews and Data-Science-Interview-Questions-Answers (61 vs 43) data-science-interviews and data-science-interview-questions-and-answers (61 vs 44) data-science-interviews and datascienceinterviews.github.io (61 vs 44) Data-Science-Interview-Resources and Data-Science-Interview-Questions-Answers (51 vs 43) data-science-interview-questions-and-answers and Data-Science-Interview-Questions-Answers (44 vs 43) Data-Science-Interview-Resources and data-science-interview-questions-and-answers (51 vs 44) Data-Science-Interview-Resources and ds_resources (51 vs 44) Data-Science-Interview-Resources and datascienceinterviews.github.io (51 vs 44)