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算法工程师面试问题及资料超详细合集（多家公司算法岗面经/代码实战/网课/竞赛等）

作者：菜鸟追梦旅行 | 2024-04-04 23:14:12

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算法工程师面试

这里是算法江湖，传授AI武林秘籍。

资源目录：

一、算法工程师

Github、牛客网、知乎、个人博客、微信公众号、其他

二、机器学习

面试问题、资料、代码实战

三、深度学习

面试、资料、代码实战Pytorch、代码实战TensorFlow、网课

四、C/C++

五、Python

六、竞赛/比赛

七、简历模板

八、其他

一、算法工程师

Github

算法/深度学习/NLP面试笔记 Github
- https://github.com/imhuay/Algorithm_Interview_Notes-Chinese
算法工程师面试 Github
- https://github.com/PPshrimpGo/AIinterview
2019届秋招面经集合 Github
- https://github.com/zslomo/2019-Autumn-recruitment-experience
技术面试必备基础知识 Github
- https://github.com/CyC2018/CS-Notes
AI算法岗求职攻略 Github (amusi)
- https://github.com/amusi/AI-Job-Notes
阿里、腾讯、百度、华为、京东、搜狗和滴滴最新面试题汇集 Github
- https://github.com/xiaole0310/interview-
（面试算法练级攻略）-（LeetCode题解）-（剑指offer题解）」Github
- https://github.com/guokaide/algorithm
MVision-awesome Github
- https://github.com/Ewenwan/MVision
2020年的算法实习岗位信息表，部分包括内推码，和常见深度学习算法岗面试题及答案，暑期计算机视觉实习面经和总结 Github
- https://github.com/HarleysZhang/2019_algorithm_intern_information
Daily Interview Github
- https://github.com/datawhalechina/Daily-interview
2019年最新总结，阿里，腾讯，百度，美团，头条等技术面试题目，以及答案，专家出题人分析汇总 Github
- https://github.com/0voice/interview_internal_reference

牛客网

旷视19届春招-算法研究员-凉经 nowcoder
- https://www.nowcoder.com/discuss/167336
腾讯算法实习面试总结 nowcoder
- https://www.nowcoder.com/discuss/163996
春招详细算法面经(旷视/海康/联影等8家公司Offer) nowcoder
- https://www.nowcoder.com/discuss/163388
普通的算法/机器学习面经 nowcoder
- https://www.nowcoder.com/discuss/61907
20届-视觉算法-暑期实习 nowcoder
- https://www.nowcoder.com/discuss/173292
字节跳动实习算法岗面经 nowcoder
- https://www.nowcoder.com/discuss/174565
阿里腾讯虎牙机器学习算法面经 nowcoder
- https://www.nowcoder.com/discuss/175759
字节跳动图形图像算法实习面经 nowcoder
- https://www.nowcoder.com/discuss/178153
拼多多算法实习生面经 nowcoder
- https://www.nowcoder.com/discuss/177911
算法岗面经传送门 nowcoder
- https://www.nowcoder.com/discuss/180976
面经（腾讯AI Lab，阿里达摩院，华为等公司大集合） nowcoder
- https://www.nowcoder.com/discuss/180087
cv岗面经 nowcoder
- https://www.nowcoder.com/discuss/159266
小菜鸡的算法实习面经 nowcoder
- https://www.nowcoder.com/discuss/181770
机器学习/算法校招面试考点汇总 nowcoder
- https://www.nowcoder.com/discuss/165930
计算机视觉暑期实习面经 nowcoder
- https://www.nowcoder.com/discuss/186000
算法岗面经（阿里云,1,2,3，交叉，hr面） nowcoder
- https://www.nowcoder.com/discuss/172079
春招实习面经（cv算法岗） nowcoder
- https://www.nowcoder.com/discuss/183555
双非本硕算法陪跑面经 nowcoder
- https://www.nowcoder.com/discuss/186247
2018春招科大讯飞，华为，神策数据，今日头条面经 nowcoder
- https://www.nowcoder.com/discuss/75136?type=2&order=3&pos=254&page=1
2020届渣硕春招实习-算法岗（计算机视觉） nowcoder
- https://www.nowcoder.com/discuss/186113
爱奇艺深度学习算法实习生面经 nowcoder
- https://www.nowcoder.com/discuss/185614
阿里，旷视，亚马逊，谷歌面经 nowcoder
- https://www.nowcoder.com/discuss/172693
算法菜鸟的春招之路 nowcoder
- https://www.nowcoder.com/discuss/188295
机器学习算法面经（腾讯阿里网易） nowcoder
- https://www.nowcoder.com/discuss/75166?type=2&order=3&pos=250&page=1
实习算法岗血泪面经，商汤，旷世，阿里，字节跳动 nowcoder
- https://www.nowcoder.com/discuss/192689?type=2
机器学习/数据挖掘岗2019秋招总结 nowcoder
- https://www.nowcoder.com/discuss/138721
算法面经（阿里、腾讯、美团等） nowcoder
- https://www.nowcoder.com/discuss/77924?type=2&order=3&pos=195&page=1
春招秋招算法机器学习岗面经（阿里、腾讯、美团、携程） nowcoder
- https://www.nowcoder.com/discuss/106725
春招（附面经） nowcoder
- https://www.nowcoder.com/discuss/79729
计算机视觉算法岗面经 nowcoder
- https://www.nowcoder.com/discuss/128148
机器学习算法面经---2018秋招 nowcoder
- https://www.nowcoder.com/discuss/32008
阿里&腾讯春招算法面经 nowcoder
- https://www.nowcoder.com/discuss/198290?type=2&order=3&pos=7&page=1
阿里暑期实习六面面经 nowcoder
- https://www.nowcoder.com/discuss/180007
计算机视觉算法岗面经 nowcoder
- https://www.nowcoder.com/discuss/128148
阿里达摩院 cv 算法面经 nowcoder
- https://www.nowcoder.com/discuss/216797
算法工程师面经寒拼蘑腾作网网3 附答案 nowcoder
- https://www.nowcoder.com/discuss/231656
搜狗算法面经 nowcoder
- https://www.nowcoder.com/discuss/231973
商汤20校招CV算法研究员面经(三面+HR面) nowcoder
- https://www.nowcoder.com/discuss/209857
作业帮/寒武纪/商汤/科大讯飞面经 nowcoder
- https://www.nowcoder.com/discuss/218906
面经 | 腾讯/百度/字节跳动/拼多多/华为/美团/寒武纪/虎牙等 nowcoder
- https://www.nowcoder.com/discuss/241988
算法秋招上岸了，大家加油，我先撤了（附所有面经） nowcoder
- https://www.nowcoder.com/discuss/244979

AI算法岗面试1000题与解析

已上传“知识星球——AI知识库”

知乎

算法工程师必须要知道的面试技能雷达图 zhihu
- https://zhuanlan.zhihu.com/p/54089811
做计算机视觉的你，如何拿到大厂的Offer的？可否分享下？zhihu
- https://www.zhihu.com/question/272045026/answer/366665187
字节跳动计算机视觉算法实习生视频面试 zhihu
- https://zhuanlan.zhihu.com/p/59270912
2019秋招算法面经 zhihu
- https://zhuanlan.zhihu.com/p/42936891
CVTE视觉计算岗实习面经 zhihu
- https://zhuanlan.zhihu.com/p/59223324
互联网公司最常见的面试算法题有哪些？zhihu
- https://www.zhihu.com/question/24964987/answer/586425979
计算机视觉（cv）方向今年招聘情况怎么样?是否已经人才过剩? zhihu
- https://www.zhihu.com/question/293700785

个人博客

AI算法工程师手册 Blog
- http://www.huaxiaozhuan.com/
小米面试总结 Blog
- https://wx.qnmlgb.tech/articles/5c55c999ce56ab804b1526cd/
百度/商汤AI面试 CSDN
- https://blog.csdn.net/emma1222/article/details/86551435
算法校招经验总结(百度,阿里巴巴,腾讯,今日头条) CSDN
- https://blog.csdn.net/ML_SDD/article/details/84986528
CV计算机论文速览 CSDN
- https://me.csdn.net/u014636245

微信公众号

阿里巴巴计算机视觉算法实习生视频面试 website
- https://bit.ly/2n6xJNw
面试经验AI算法工程师(面试官角度) website
- https://bit.ly/2nLRaLX
从零基础到BAT算法岗SP——秋招准备攻略 website
- https://bit.ly/2luBZpw
蚂蚁金服/旷视/虹软/腾讯优图暑期实习offer面经 website
- https://bit.ly/2nGEeXy
我在美团的这两年（附校招笔试/面试/面经分享） website
- https://bit.ly/2lyxQ3Y
1000 面试题，BAT 机器学习面试刷题宝典！website
- https://bit.ly/2nKXnHZ
如何拿到自己满意的offer？website
- https://bit.ly/2nGFnOQ
机器学习与深度学习常见面试题（上） website
- https://bit.ly/2nDAG8q
机器学习与深度学习常见面试题（下） website
- https://bit.ly/2mfFLU5
完备的 AI 学习路线，最详细的资源整理！website
- https://bit.ly/2nE3m15
蚂蚁金服面经（已拿 Offer） website
- https://bit.ly/2m4Fzaq
30家企业海投，10余家offer，我的漫漫秋招之旅 website
- https://bit.ly/2lyjwsb
BAT 三连挂是什么体验？硕士小姐姐讲述心酸血泪史！website
- https://bit.ly/2nJmWcl
数据科学&机器学习基础面试题 website
- https://bit.ly/2lBuRYH
计算机视觉、算法岗实习面经（阿里/格灵深瞳/南京地平线机器人） website
- https://bit.ly/2nMscvZ
面经 | 挂两次腾讯面试的春招教训 website
- https://bit.ly/2n6MzDG
Face++公司 - 两轮技术面试面经 website
- https://bit.ly/2mdCHb9
秋招面经 | 旷视科技算法岗秋招面试经验分享 website
- https://bit.ly/2lCy8qE
面经+经验分享|2019秋招算法岗复盘 website
- https://bit.ly/2mfZi6P
专科生阿里大数据一面面经(已过) website
- https://bit.ly/2lDzbqm
2019秋招算法岗复盘 website
- https://bit.ly/2nGprMt
我面试了10家算法公司，这是我能记住的所有问题 website
- https://bit.ly/2lyC2AJ
计算机视觉算法工程师（旷视、商汤、智云、海康）面试总结 website
- https://bit.ly/2nbjZAW
秋招面经 | 滴滴20校招CV算法岗面试经验分享(三面） website
- https://bit.ly/2ncyt3u
八家国企大数据面经(干货，详细答案) website
- https://bit.ly/2ndSxT9

其他

廖雪峰AI面试资料 BaiduYun ps:uzj9
- https://pan.baidu.com/s/10NL2yJxsBFjq8PP-wdBfuw
- ps:uzj9
Solutions to Introduction to Algorithms Github
- https://github.com/gzc/CLRS
CV 领域论文常见单词 zhihu
- https://zhuanlan.zhihu.com/p/60049093
CV领域Paper论文常见单词 zhihu
- https://zhuanlan.zhihu.com/p/58860096
Everything you need to know to get the job Github
- https://github.com/kdn251/interviews
Everything you need to prepare for your technical interview Github
- https://github.com/andreis/interview
Materials to help you rock your next coding interview Github
- https://github.com/yangshun/tech-interview-handbook

二、机器学习

面试问题

机器学习面试算法梳理 Blog
- https://www.cnblogs.com/tornadomeet/p/3395593.html
面试官如何判断面试者的机器学习水平 zhihu
- https://www.zhihu.com/question/62482926
machine-learning-interview-questions Github
- https://github.com/Sroy20/machine-learning-interview-questions
机器学习与深度学习面试问题总结 Blog
- https://bit.ly/2mgUSfY
机器学习面试复习资源 Github
- https://github.com/wangyuGithub01/Machine_Learning_Resources

学习资料

Your new Mentor for Data Science E-Learning Github
- https://github.com/clone95/Virgilio
王斌老师翻译的<机器学习实战>书python代码实现 Github
- https://github.com/wzy6642/Machine-Learning-in-Action-Python3
PRML(python) Github
- https://github.com/ctgk/PRML
李航博士<统计学习方法>一书中所有算法python实现 Github
- https://github.com/WenDesi/lihang_book_algorithm
<统计学习方法>第二版的代码实现 Github
- https://github.com/fengdu78/lihang-code
<机器学习>(西瓜书)公式推导解析 Github
- https://github.com/datawhalechina/pumpkin-book
<数据科学实战>书代码 Github
- https://github.com/oreillymedia/doing_data_science
机器学习实战(Python3) Github
- https://github.com/Jack-Cherish/Machine-Learning
吴恩达讲授的机器学习 Coursera 163
- https://www.coursera.org/learn/machine-learning
Solutions to Introduction to Algorithms Third Edition Github
- https://github.com/walkccc/CLRS
Data-Science--Cheat-Sheet Github
- https://github.com/abhat222/Data-Science--Cheat-Sheet
Data Science Crash Course Github
- https://maria-antoniak.github.io/2018/11/19/data-science-crash-course.html
List of Data Science Cheatsheets to rule the world Github
- https://github.com/FavioVazquez/ds-cheatsheets
Your new Mentor for Data Science E-Learning. Github
- https://github.com/virgili0/Virgilio
Python3 入门机器学习 Github
- https://github.com/liuyubobobo/Play-with-Machine-Learning-Algorithms
DrWhy is the collection of tools for Explainable AI (XAI) Github
- https://github.com/ModelOriented/DrWhy
Fit interpretable models. Explain blackbox machine learning. Github
- https://github.com/jwasham/coding-interview-university
李宏毅《机器学习》笔记 Github
- https://github.com/datawhalechina/leeml-notes
机器学习(Machine Learning) 深度学习(Deep Learning) NLP面试中常考到的知识点和代码实现 Github
- https://github.com/NLP-LOVE/ML-NLP

代码实战

机器学习算法python实现 Github
- https://github.com/lawlite19/MachineLearning_Python
100-Days-Of-ML-Code中文版 Github
- https://github.com/MLEveryday/100-Days-Of-ML-Code
Homemade Machine Learning Github
- https://github.com/trekhleb/homemade-machine-learning
Python codes for common Machine Learning Algorithms Github
- https://github.com/susanli2016/Machine-Learning-with-Python
Machine-Learning-Study-Path-March-2019 Github
- https://github.com/clone95/Machine-Learning-Study-Path-March-2019
The best resources in Machine Learning & AI Github Website
- https://github.com/RemoteML/bestofml
- https://bestofml.com/
AiLearning- ML、深度学习 Github
- https://github.com/apachecn/AiLearning
A Machine Learning Course with Python Github
- https://github.com/machinelearningmindset/machine-learning-course
Machine learning, in numpy Github
- https://github.com/ddbourgin/numpy-ml
A complete computer science study plan to become a software engineer. Github
- https://github.com/ddbourgin/numpy-ml

三、深度学习

面试

深度学习面试问题 Github
- https://github.com/elviswf/DeepLearningBookQA_cn
2020年的算法实习岗位信息表，部分包括内推码，和常见深度学习算法岗面试题及答案 Github
- https://github.com/HarleysZhang/2019_algorithm_intern_information
Deep Learning Interview 深度学习面试题目汇总 Github
- https://github.com/ShanghaiTechAIClub/DLInterview
深度学习面试要点总结(面试题) zhihu
- https://zhuanlan.zhihu.com/p/62935978
自己整理的一点和深度学习相关的面试考点
- https://zhuanlan.zhihu.com/p/48374690

资料

深度神经网络实战技巧 Blog
- https://bit.ly/2nJvQXj
深度学习从入门到进阶的12个经典问题及解答 Blog
- https://bit.ly/2lBD0ML
计算机视觉知识点总结 zhihu
- https://zhuanlan.zhihu.com/p/58776542
图解人工智能 Github
- https://okai.brown.edu/zh/index.html
awesome-deep-learning Github
- https://github.com/ChristosChristofidis/awesome-deep-learning
深度学习500问 Github
- https://github.com/scutan90/DeepLearning-500-questions
复旦大学邱锡鹏教授发布<神经网络与深度学习>
- Github书
  https://github.com/nndl/nndl.github.io
- Github示例代码
  https://github.com/nndl/nndl-codes
- Github课程练习
  https://github.com/nndl/exercise
伯克利课程 <动手学深度学习>
- Github https://github.com/d2l-ai/d2l-zh
- 课程主页 http://courses.d2l.ai/berkeley-stat-157/
- bilibili https://space.bilibili.com/209599371/channel/detail?cid=23541
- 课件和习题 https://github.com/d2l-ai/berkeley-stat-157
- 英文版 http://d2l.ai/
- 中文版 http://zh.d2l.ai/
- PyTorch 版 https://github.com/dsgiitr/d2l-pytorch
<深度学习理论与实战：提高篇> Github
- http://fancyerii.github.io/2019/03/14/dl-book/
Awesome_Computer_Vision Github
- https://github.com/ahong007007/Awesome_Computer_Vision
Deep-Learning-Papers-Reading-Roadmap Github
- https://github.com/floodsung/Deep-Learning-Papers-Reading-Roadmap
神经网络讲解视频
- YouTube https://youtu.be/aircAruvnKk?list=PLZHQObOWTQDNU6R1_67000Dx_ZCJB-3pi
- bilibili http://space.bilibili.com/88461692/#/
神经网络和深度学习的在线书籍
- website http://neuralnetworksanddeeplearning.com/
- chinese https://tigerneil.gitbooks.io/neural-networks-and-deep-learning-zh/content/
花书 Deep Learning 中文版 Github
- https://github.com/exacity/deeplearningbook-chinese
Open AI Blog website
- https://blog.openai.com/
Distill Blog website
- https://distill.pub/
BAIR 博客 website
- http://bair.berkeley.edu/blog/
DeepMind 博客 website
- https://deepmind.com/blog/?category=research
Andrej Karpathy的博客 website
- http://karpathy.github.io/
Christopher Olah的博客 website
- http://colah.github.io/
WildML Blog website
- http://www.wildml.com/
Ruder的博客 website
- http://ruder.io/
FAIR博客 website
- https://research.fb.com/blog/
inFERENCe Blog website
- http://www.inference.vc/
Andrew Trask的博客 website
- http://iamtrask.github.io/
Graduate Descent Blog website
- http://timvieira.github.io/blog/
Adit Deshpande的博客 website
- https://adeshpande3.github.io/
ML/DL学习笔记（基础+论文） Github
- https://github.com/lartpang/Machine-Deep-Learning
深度神经网络中的一些模型进行统一的图示 Github
- https://github.com/weslynn/AlphaTree-graphic-deep-neural-network
five-days deep learning
- website https://mlelarge.github.io/dataflowr-web/cea_edf_inria.html
- Github https://github.com/mlelarge/dataflowr
Learn_Computer_Vision Github
- https://github.com/llSourcell/Learn_Computer_Vision
Explaining the Math of how neural networks learn Github
- https://github.com/omar-florez/scratch_mlp
(微软) AI-神经网络基本原理简明教程 Github
- https://github.com/microsoft/ai-edu/tree/master/
深度学习手册 BaiduYun pw:dy6h
- https://pan.baidu.com/s/1ew3aVZizVkPVKUFx2AtDjw
- pw:dy6h
An educational resource to help anyone learn deep reinforcement learning Github
- https://github.com/openai/spinningup
Technical Notes On Using Data Science & Artificial Intelligence website
- https://chrisalbon.com/

代码实战Pytorch

pytorch
- Github https://github.com/pytorch/pytorch
- Website https://pytorch.org/
Offical pytorch examples Github
- https://github.com/pytorch/examples
Offical pytorch tutorials Github
- https://github.com/pytorch/tutorials
stanford-cs-230-deep-learning Github
- https://github.com/afshinea/stanford-cs-230-deep-learning
practicalAI Github
- https://github.com/GokuMohandas/practicalAI
PyTorch中文手册 Github
- https://github.com/zergtant/pytorch-handbook
<深度学习框架PyTorch：入门与实践>的对应代码 Github
- https://github.com/chenyuntc/pytorch-book
code-of-learn-deep-learning-with-pytorch Github
- https://github.com/L1aoXingyu/code-of-learn-deep-learning-with-pytorch
Awesome-pytorch-list Github
- https://github.com/bharathgs/Awesome-pytorch-list
<Pytorch模型训练实用教程>中配套代码 Github
- https://github.com/tensor-yu/PyTorch_Tutorial
An unofficial styleguide and best practices summary for PyTorch Github
- https://github.com/IgorSusmelj/pytorch-styleguide
fast.ai Computational Linear Algebra course Github
- https://github.com/fastai/numerical-linear-algebra
Awesome-PyTorch-Chinese Github
- https://github.com/INTERMT/Awesome-PyTorch-Chinese
Build-an-AI-Startup-with-PyTorch Github
- https://github.com/llSourcell/Build-an-AI-Startup-with-PyTorch

代码实战TensorFlow

TensorFlow-From-Zero-To-One Github
- https://github.com/amusi/TensorFlow-From-Zero-To-One
tensorflow2中文教程 Github
- https://github.com/czy36mengfei/tensorflow2_tutorials_chinese
Tensorflow2教程 Github
- https://zhuanlan.zhihu.com/c_1091021863043624960
Machine Learning and Deep Learning in Python using Scikit-Learn, Keras and TensorFlow 2 Github
- https://github.com/ageron/handson-ml2
TensorFlow 中文资源全集 Gitee
- https://gitee.com/fendouai/Awesome-TensorFlow-Chinese
Notebooks for my Deep Learning with TensorFlow 2 and Keras course Github
- https://github.com/ageron/tf2_course

网课

斯坦福CS231n李飞飞计算机视觉网易云课堂
- https://study.163.com/course/courseMain.htm?courseId=1003223001
统计机器学习网易云课堂
- https://study.163.com/course/courseMain.htm?courseId=1692004
机器学习导论网易云课堂
- https://study.163.com/course/courseMain.htm?courseId=1694003
吴恩达深度学习工程师网易云课堂
- https://mooc.study.163.com/smartSpec/detail/1001319001.htm
计算机视觉基础入门课程（从算法到实战应用） AI研习社
- http://www.mooc.ai/course/353
卡耐基梅隆大学 2018 秋季《深度学习导论》 AI研习社
- http://www.mooc.ai/course/562
CS224n 斯坦福深度自然语言处理课 AI研习社
- http://www.mooc.ai/course/494
2018 MIT 6.S094 麻省理工深度学习和自动驾驶课程 AI研习社
- http://www.mooc.ai/course/483
Deep Learning: Advanced Computer Vision udemy
- https://www.udemy.com/advanced-computer-vision/
Computer Vision Certification by State University of New York coursera
- https://www.coursera.org/specializations/computervision
Convolutional Neural Networks coursera
- https://www.coursera.org/learn/convolutional-neural-networks
Deep Learning and Computer Vision A-Z: OpenCV, SSD & GANs udemy
- https://www.udemy.com/course/computer-vision-a-z/
吴恩达的深度学习专项系列课程(Deep Learning Specialization)
- Coursera https://www.coursera.org/specializations/deep-learning
- 163 https://mooc.study.163.com/smartSpec/detail/1001319001.htm/
CS231n
- http://cs231n.stanford.edu/
CS224n
- http://web.stanford.edu/class/cs224n/
斯坦福公开课程：概率和统计Probability and Statistics website
- https://online.stanford.edu/courses/gse-yprobstat-probability-and-statistics
MIT公开课线性代数Linear Algebra website
- https://ocw.mit.edu/courses/mathematics/18-06-linear-algebra-spring-2010/
Fastai推出的2019年面向程序员的深度学习实战课程Practical Deep Learning for Coders, v3 website website
- https://course.fast.ai/
- https://www.bilibili.com/video/av41718196/
斯坦福机器学习课程Machine Learning(Coursera) coursera
- https://www.coursera.org/learn/machine-learning
斯坦福概率图模型专项课程Probabilistic Graphical Models Specialization(Coursera) coursera
- https://www.coursera.org/specializations/probabilistic-graphical-models
DeepMind强化学习导论课程Introduction to Reinforcement Learning
- bilibili https://www.bilibili.com/video/av24060851/
- youtube https://www.youtube.com/playlist?list=PLqYmG7hTraZDM-OYHWgPebj2MfCFzFObQ
全栈深度学习训练营(课程视频)：为熟悉深度学习基础知识的开发人员提供的实践指导课程Full Stack Deep Learning Bootcamp
- Github https://github.com/full-stack-deep-learning/fsdl-text-recognizer-project
- bilibili https://www.bilibili.com/video/av49643298
- website https://fullstackdeeplearning.com/march2019
跟顶级Kagglers学习如何赢取数据科学竞赛How to Win a Data Science Competition: Learn from Top Kagglers (Coursera) coursera
- https://www.coursera.org/learn/competitive-data-science
CS188伯克利<人工智能导论>课程BerkeleyX: CS188.1x Artificial Intelligence
- bilibili https://www.bilibili.com/video/av39489278/
- website https://inst.eecs.berkeley.edu/~cs188/fa18/
Fast.ai发布的课程：从零开始学深度学习Deep Learning from the Foundations website
- https://www.fast.ai/2019/06/28/course-p2v3/
CS230斯坦福深度学习课程(2018 年秋)CS230: Deep Learning | Autumn 2018
- bilibili https://www.bilibili.com/video/av47055599/
- youtube https://www.youtube.com/playlist?list=PLoROMvodv4rOABXSygHTsbvUz4G_YQhOb
deeplearning.ai上线的TensorFlow实践课程TensorFlow in Practice website
- https://www.deeplearning.ai/tensorflow-in-practice/
MIT的Python机器学习课程Machine Learning with Python-From Linear Models to Deep Learning website
- https://www.edx.org/course/machine-learning-with-python-from-linear-models-to-deep-learning
斯坦福CS224U自然语言理解课程CS224U：Natural Language Understanding website
- http://web.stanford.edu/class/cs224u/index.html
陈蕴侬应用深度学习107 Spring - Applied Deep Learning, Taiwan University
- bilibili https://www.bilibili.com/video/av46656764/
- website https://www.csie.ntu.edu.tw/~miulab/s107-adl/
台大林轩田老师<机器学习基石>课程 bilibili
- https://www.bilibili.com/video/av12463015/
台大林轩田老师课程<机器学习技法>课程 bilibili
- https://www.bilibili.com/video/av12469267/
NTU大学李宏毅最新机器学习课程(2019) website
- http://speech.ee.ntu.edu.tw/~tlkagk/courses_ML19.html

四、C/C++

C/C++面试基础知识总结 Github
- https://github.com/huihut/interview
常见C++笔试面试题整理 zhihu
- https://zhuanlan.zhihu.com/p/69999591
C/C++问题总结 Github
- https://github.com/linw7/Skill-Tree/blob/master/%E7%BC%96%E7%A8%8B%E8%AF%AD%E8%A8%80C++.md
Leetcode 题解代码仓(C++) Github
- https://github.com/liuyubobobo/Play-Leetcode
LeetCode, HackRank, 剑指offer, classic algorithm implementation (C++) Github
- https://github.com/knightsj/awesome-algorithm-question-solution
Data Structure and Algorithm notes数据结构与算法/leetcode/lintcode题解 Github
- https://github.com/billryan/algorithm-exercise
learnOpencv Github
- https://github.com/spmallick/learnopencv
Solutions to Introduction to Algorithms Third Edition
- Github https://github.com/walkccc/CLRS/
- Blog https://walkccc.github.io/CLRS/
LeetCode动画 Github
- https://github.com/MisterBooo/LeetCodeAnimation
leetcode题解，记录自己的leetcode解题之路 Github
- https://github.com/azl397985856/leetcode
剑指offer第二版 BaiduYun
- https://pan.baidu.com/s/1wU-8q3Mqvr3x6Et8t77Chg
<算法导论>的C++实现代码 Github
- https://github.com/huaxz1986/cplusplus-_Implementation_Of_Introduction_to_Algorithms
数据结构和算法必知必会的50个代码实现 Github
- https://github.com/wangzheng0822/algo
Play Leetcode with different Programming language Github
- https://github.com/luliyucoordinate/Leetcode
leetcode Github
- https://github.com/azl397985856/leetcode
algorithm-visualizer Github
- https://github.com/algorithm-visualizer/algorithm-visualizer
基于OpenCV4.0 C++/Python SDK的案例代码演示程序与效果图像 Github
- https://github.com/gloomyfish1998/opencv_tutorial
LeetCode solutions in C++ 11 and Python3 Github
- https://github.com/pezy/LeetCode

Python、C++、Java、Go四种编程语言的LeetCode题目解析

也可以在“知识星球——AI知识库”里找到！

五、Python

关于Python的面试题1 Github
- https://github.com/taizilongxu/interview_python
关于Python的面试题2 Github
- https://github.com/kenwoodjw/python_interview_question
LeetCode, HackRank, 剑指offer, classic algorithm implementation (Python) Github
- https://github.com/apachecn/awesome-algorithm
剑指offer（python版）/ 算法图解 / python基础 / 数据结构 Github
- https://github.com/weixianglin/oh-my-python
算法面试题python Github
- https://github.com/leeguandong/Interview-code-practice-python
All Algorithms implemented in Python Github
- https://github.com/TheAlgorithms/Python
Improve your Python by fixing errors Github
- https://github.com/qxf2/wtfiswronghere
wtfpython的中文翻译 Github
- https://github.com/leisurelicht/wtfpython-cn
python中文库-python人工智能大数据自动化接口测试开发。书籍下载及python库汇总 Github
- https://github.com/china-testing/python-api-tesing
Python面试都在这里了【315+道题】 Blog
- https://github.com/ethan-funny/explore-python
The Beauty of Python Programming Github
- https://github.com/jackfrued/Python-100-Days
Python - 100天从新手到大师 Github
- https://github.com/jackfrued/Python-100-Days
在 Windows 上使用 Python 进行开发 Blog
- https://github.com/vinta/awesome-python
A curated list of awesome Python frameworks, libraries, software and resources Github
- https://github.com/vinta/awesome-python

六、竞赛/比赛

kaggle数据科学竞赛
- https://tianchi.aliyun.com/competition/gameList/activeList
阿里云天池比赛
- https://challenger.ai/?lan=zh
AI Challenger
- https://challenger.ai/?lan=zh
和鲸HeyWhale/科赛AI竞赛平台
- https://www.kesci.com/home/competition
FlyAI竞赛平台
- https://aistudio.baidu.com/aistudio/#/competition
BaiduAI竞赛
- http://www.dcjingsai.com/static_page/cmpList.html
DC竞赛
- http://www.dcjingsai.com/static_page/cmpList.html
DataFountain竞赛
- https://signate.jp/competitions
日本SIGNATE竞赛
- https://signate.jp/competitions
Awesome-AI-competitions
- https://github.com/HuangCongQing/AI_competitions
Driven Data
- https://www.drivendata.org/competitions/
CrowdANALYTIX
- https://www.innocentive.com/our-solvers/
InnoCentive
- https://www.innocentive.com/our-solvers/
TunedIT Challenges
- https://competitions.codalab.org/
CodaLab
- https://datahack.analyticsvidhya.com/?utm_source=main-logo
Analytics Vidhya
- https://www.crowdai.org/challenges
crowdAI
- https://www.datasciencechallenge.org/
Data Science Challenges
- https://www.datasciencechallenge.org/

七、简历模板

Awesome Resume for Chinese Github
- https://github.com/amusi/AI-Job-Resume
AI算法岗简历模板 Github
- https://github.com/amusi/AI-Job-Resume
个人简历模板 Github
- https://github.com/ikym/resume

八、其他

博士生在没有导师指导的情况下，该如何自己选题发 CVPR zhihu
- https://www.zhihu.com/question/64566768
专为程序员编写的英语学习指南 Github
- https://github.com/yujiangshui/A-Programmers-Guide-to-English
awesome-interview-questions Github
- https://github.com/MaximAbramchuck/awesome-interview-questions
Startups about artificial intelligence. (DM, ML, NLP, CV...) Github
- https://github.com/majikarp/awesome-programming-books#id-section2
Awesome Programming Books Github
- https://github.com/1c7/crash-course-computer-science-chinese
计算机速成课(全40集) Github
- https://github.com/1c7/crash-course-computer-science-chinese
清华大学计算机系课程攻略 Github
- https://github.com/PKUanonym/REKCARC-TSC-UHT
北京大学课程资料整理 Github
- https://github.com/USTC-Resource/USTC-Course
中国科学技术大学课程资源 Github
- https://github.com/USTC-Resource/USTC-Course
上海交通大学课程资料分享 Github
- https://github.com/QSCTech/zju-icicles
浙江大学课程攻略共享计划 Github
- https://github.com/24OI/OI-wiki
编程竞赛 OI Wiki Github
- https://github.com/jwasham/coding-interview-university
A complete computer science study plan to become a software engineer. Github
- https://github.com/dipakkr/A-to-Z-Resources-for-Students
Curated list of resources for college students Github
- https://github.com/dipakkr/A-to-Z-Resources-for-Students

-END-

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