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Here is a paradise for learning Python, **nanny-level tutorial**: AI laboratory, treasure video, data structure, study guide, machine learning actual combat, deep learning actual combat, Python basics, web crawlers, big factory experience, program life, Resource sharing. **I will gradually improve it and continue to output!**

At least two original articles per week, **Follow-up latest articles** will be first published on [[Official Account]](https://cuijiahua.com/wp-content/uploads/2020/05/gzh-w.jpg), The video [[bilibili]](https://space.bilibili.com/331507846) is first released, you can add me [[WeChat]](https://cuijiahua.com/wp-content/uploads/2020/05/gzh-w.jpg) Enter the **communication group** for technical exchanges or comments, welcome **Star**!

[Mind Map](#Mind-Map): See the end of the article.

</a>

</p>

</p>

# Directory (use Ctrl+F well)

Note: :star: is the most popular must-see classic**, :rocket: is the latest update**.

* Learning route

* :star: [How I became an algorithm engineer, super detailed learning route](https://mp.weixin.qq.com/s/xUaFSdIMRI11agwwUUK2oA)

* :star: [High-quality video resource recommendation at station B, take off! ](https://mp.weixin.qq.com/s/iL9XzJWsCt0s2VEiya_ycA)

* [Talk about self-study, the learning website and tools I have privately hidden](https://mp.weixin.qq.com/s/pW5tOPjdRSdln5PuKnqK3A)

* [Reading vs. video, my little suggestion, encourage me! ](https://mp.weixin.qq.com/s/CpJjI2GnhF5fES8tY_4npA)

* Video

* [8 must-have learning websites for programmers, no more IQ tax](https://www.bilibili.com/video/BV1oC4y147S2)

* [How high is the salary of computer graduates? Intimate Guide for Algorithm Engineer Interview](https://www.bilibili.com/video/BV1DZ4y1T7oq)

* [AI artificial intelligence technology restores the appearance of the three generations of emperors in the heyday of Kang and Qian, and they are a bit handsome! ](https://www.bilibili.com/video/BV1pV411S7ke)

* [AI resurrects the emperors of the Ming Dynasty, a dialogue that travels through time and space! ](https://www.bilibili.com/video/BV1B54y1R7nD)

* :star: [AI restores the appearance of Qianlong's concubine, Yanxi Raiders all beings. ](https://www.bilibili.com/video/BV1h54y1z7Ds)

* :star: [6 minutes take you to review the high-energy AI algorithm in 2020](https://www.bilibili.com/video/BV1kf4y1C7LR)

* [Nanny-level artificial intelligence learning route, AI algorithm that anyone can play! ](https://www.bilibili.com/video/BV1Ry4y1h7Kd)

* [Self-taught programming, those learning methods that will make you do more with less! ](https://www.bilibili.com/video/BV1sq4y1J766)

* :rocket: [Python learning guide: learning methods, path diagrams, and materials are all ready! ](https://www.bilibili.com/video/BV1Sh411a76E)

* Data structure and algorithm foundation

* [Programmer's Internal Skills: Eight Sorting Algorithms](https://cuijiahua.com/blog/2018/01/alogrithm_9.html)

* [Algorithm basis: intuitive explanation of BFS and DFS](https://cuijiahua.com/blog/2018/01/alogrithm_10.html)

* [Summary of Jianzhi Offer series of brushing notes](https://cuijiahua.com/blog/2018/02/basis_67.html)

* [My favorites from Google and Ali's brushing notes](https://mp.weixin.qq.com/s/PZQfV0fh4E-qQv9Ox7EG4Q)

* AI foundation

* [Nanny-level GPU white prostitution strategy](https://mp.weixin.qq.com/s/zYU3RY6dgH4pCWyW-WCRwQ)

* :star: [The article "Beginning of Practice" takes you into deep learning](https://mp.weixin.qq.com/s/ABvmPbFU9XfkOWj42Tv9jQ)

* [Nanny-level tutorial: Hardcore Graphic Transformer](https://mp.weixin.qq.com/s/jx-2Ai2YKbwODW6uJaF3hQ)

* :star: [Pytorch cheat sheet collection! ](https://mp.weixin.qq.com/s/Bzt40iJRcKIHqeiQZ733uQ)

* [Long Words, Pytorch 60 Minute Blitz](https://mp.weixin.qq.com/s/JzdaZuxX_Xga_iMef79g-g)

* [Hey, come to a class! ](https://mp.weixin.qq.com/s/oxB5icj8KOfFja8XTHf7jg)

* [Hardcore graphic, then fill in the fierce general: YOLO detailed explanation](https://mp.weixin.qq.com/s/Mhsz9SwjquS7gzvLUNm8pQ)

* AI Lab

* [Various face, interesting face, ALAE face has a new height! ](https://mp.weixin.qq.com/s/9C8OY7bchZNfqUCFSFuhjQ)

* :star: [Your red high heels, first experience of AI face changing technology](https://mp.weixin.qq.com/s/5kIN2Da-Bw-furkG-_N9nA)

* :star: [No code in the heart is HD, mosaic "brain supplement" algorithm PULSE](https://mp.weixin.qq.com/s/T5LHHHgxwwZLn7RI3u3T3Q)

* [Bald generator, Hairstyle Transfer deserves it! ](https://mp.weixin.qq.com/s/3rmChrBmXGLiPvp14Vo-Fg)

* [too strong! Automatic text decryption algorithm based on deep learning. ](https://mp.weixin.qq.com/s/weQ4cjblwQF9JDZ9vbzYMg)

* [AI algorithm makes the picture move, Trump and Mona Lisa affectionately sing "Unravel"](https://mp.weixin.qq.com/s/CyWyrVvWs3-iFKOUdDg0pQ)

* [These AI algorithms are too strong, I have a bold idea! ](https://mp.weixin.qq.com/s/6AP_Dl4T75lkviPAOJyHDA)

* :star: [A century-old photo restoration algorithm, those high-value parents! ](https://mp.weixin.qq.com/s/hsMppcLioJbXSZ2ZL8bnug)

* [Unlimited imagination space, 3D human pose estimation that can be played with Python](https://mp.weixin.qq.com/s/efqdGCLni1P1UBDZmXDvSA)

* [AI invisibility, magic that can make objects disappear in the video. ](https://mp.weixin.qq.com/s/2ce_joHpAannpwfP8l-YkA)

* [Stealing the sky and changing the day, realistic sky replacement algorithm](https://mp.weixin.qq.com/s/bUVvafODJfqDHXWXhDxVhA)

* [The handicapped party cutout is saved! ](https://mp.weixin.qq.com/s/UFdj4Utyoa6rySYy1qVl8Q)

* :star: [A stunning algorithm for art](https://mp.weixin.qq.com/s/BnuNQYk4AXbyQpZFwu02qg)

* [Generation of portraits of "Perfect Reissue"](https://mp.weixin.qq.com/s/FoFgkCxMhwxjGieCe8Rg2A)

* [The MODNet algorithm that takes you "Travel around the world"](https://mp.weixin.qq.com/s/kkM75PH-0Dtw4xCdgmTQdg)

* [Trump’s retirement life, AI house dance is very professional. ](https://mp.weixin.qq.com/s/p5dPfSOOVWsEor6X-hBSkA)

* :star: [What is the experience of playing the glory of the king with the AI trained by yourself? ](https://mp.weixin.qq.com/s/mj8PG-wRqSbEIR38fongHA)

* [Face editor gets another point, awesome! ](https://mp.weixin.qq.com/s/KA7ZsxDSHGoItTdFcdx87Q)

* [The correct way to open the second element](https://mp.weixin.qq.com/s/dsI4wyRddYzmZoZrg1oV6w)

* [What is the experience of playing 55 classic games with AI? ](https://mp.weixin.qq.com/s/Hu2WYXQqMg1BGDUmm2PvIw)

* :star: [AI algorithm that makes machos shy](https://mp.weixin.qq.com/s/UJltI0jOTyN0Ofn_Uy1J_g)

* [You said, I paint, AI tool man stone hammer](https://mp.weixin.qq.com/s/4LNAwEoGjH8YYbp2w8Z9Rg)

* [AI one-click to tattoo, restore the star "Lushan true face"](https://mp.weixin.qq.com/s/MRqHGSN9hfyGSs7idIe69g)

* [Fire? ](https://mp.weixin.qq.com/s/u-j-7VnK175LThOfgY3zvQ)

* [AI algorithm, refurbishment! ](https://mp.weixin.qq.com/s/AZBifUHLSDLWBZGF3QMqPw)

* [I have a very bold idea! ](https://mp.weixin.qq.com/s/8cWD3HdtKqZfocvEm3v-8g)

* Embarrassing life

* [Salary of hit workers upside down](https://mp.weixin.qq.com/s/qLx8nevYEJnEwnJQq44zYA)

* [The personal website is down? ](https://mp.weixin.qq.com/s/sum2v1iTokWPaxiNEZCtxg)

* [Thank you for the gains and losses since writing](https://mp.weixin.qq.com/s/qbp7UD3X_7e7godHBAavzg)

* [The last month of 2020](https://mp.weixin.qq.com/s/_UHkY81-e4fG2TANhvYVag)

* [First time into the rescue room](https://mp.weixin.qq.com/s/HAfUd704CrAPt8FR9r2IYg)

* [My five-year Ph.D at Columbia University, a summary of 4D words](https://mp.weixin.qq.com/s/t1TGRRDgicEnBHxXE359fQ)

* [Me, this year](https://mp.weixin.qq.com/s/GXLFOutCYRmOUHr8OA1J4A)

* [Sailing Year-end Award](https://mp.weixin.qq.com/s/s8Yckc6NeEqxq_rIIWnttw)

* :star: [I, the road to growth from college entrance examination to programmer](https://mp.weixin.qq.com/s/5RAX2qCM2TX-8tyMRpPuQA)

* [996 is recommended for supervision! ](https://mp.weixin.qq.com/s/J0Oq0LM0uo_kVigRWpHkRw)

* :star: [I almost went to CCTV](https://mp.weixin.qq.com/s/tOgJ1cOdR-dXhOfBb4_gag)

* :star: [select](https://mp.weixin.qq.com/s/7jRzjuromm0t8tV6llHyOA)

* [When did my algorithm capabilities start to improve by leaps and bounds? ](https://mp.weixin.qq.com/s/NreO6S6uX8fbvDbU5tvQ2Q)

* :star: [Five years](https://mp.weixin.qq.com/s/D4pkzwPgMQpUmbdmcZ_W7A)

* [India outbreak, explosion! ](https://mp.weixin.qq.com/s/pjKdwF725KTphixhtNAb4w)

* [Talk about my plans for this year](https://mp.weixin.qq.com/s/yHTq3M5zVGceCUDTG2Mp-g)

* [Computer majoring for three years, is it worth it? ](https://mp.weixin.qq.com/s/inujUalpJGd5I0CBkX9frQ)

* [I was "sanctioned"! ](https://mp.weixin.qq.com/s/gDAX3Y6OoMYbi0Y3Hx3TrQ)

* [36525 days and nights! ](https://mp.weixin.qq.com/s/6FeZNMN_r1VhLiOP5aRUiQ)

* [Some misunderstandings for algorithm engineers](https://mp.weixin.qq.com/s/76xmkDd790nsesequDq9hQ)

* Quantitative trading

* [Tens of thousands a day, Jack earns a million a year? ](https://mp.weixin.qq.com/s/TnyJOHdl4ejunYVXFxIe5Q)

* Pytorch deep learning combat

* :star: [Pytorch Deep Learning Practical Tutorial (1): Semantic Segmentation Basics and Environment Construction](https://mp.weixin.qq.com/s/KI-9z7FBjfoWfZK3PEPXJA)

* [Pytorch Deep Learning Practical Tutorial (2): UNet Semantic Segmentation Network](https://mp.weixin.qq.com/s/6tZVUbyEjLVewM8vGK9Zhw)

* [Pytorch deep learning practical tutorial (3): UNet model training](https://mp.weixin.qq.com/s/7FY77k3xtK-UyfoXpFXgBQ)

* [Pytorch Deep Learning Practical Tutorial (4): Alchemy magic weapon you must know and know](https://mp.weixin.qq.com/s/RhvCeesbzAQmK0yv8D6LjQ)

* [Pytorch Deep Learning Practical Tutorial (5): Have you sorted your garbage today? ](https://mp.weixin.qq.com/s/Yt2M-cjLdRgOowNNm2Ll8Q)

* [Pytorch Deep Learning Practical Tutorial (6): Tongzhuo self-explodes, quick code printing. ](https://mp.weixin.qq.com/s/za4DsGMcLZYCbTir9QFPKQ)

* Web Crawler

* :star: [Python3 web crawler (1): the night of first acquaintance with web crawler to visit Lao Wang's house](https://mp.weixin.qq.com/s/1rcq9RQYuAuHFg1w1j8HXg)

* [Python3 web crawler (2): the correct posture for downloading novels](https://mp.weixin.qq.com/s/5e2_r0QXUISVp9GdDsqbzg)

* [Python3 web crawler (3): downloading comics, dynamic loading, and anti-crawlers are not a problem! ](https://mp.weixin.qq.com/s/wyS-OP04K3Vs9arSelRlyA)

* [Python3 web crawler (four): video downloads, those things! ](https://mp.weixin.qq.com/s/_geNA6Dwo4kx25X7trJzlg)

* [Python3 web crawler (5): Boss, do you need special services? ](https://mp.weixin.qq.com/s/PPTSnIHV71b-wB3oRiYnIA)

* [Python3 web crawler (6): 618, if you love him/her, empty his/her shopping cart! ](https://mp.weixin.qq.com/s/lXXDfzyLVrf3f-aqJN1C3A)

* [Treasure B station UP, the video barrage is in your pocket! ](https://mp.weixin.qq.com/s/aWratg1j9RBAjIghoY66yQ)

* Tensorflow deep learning combat

* [Tensorflow combat (1): the first shot of deep learning-handwritten digit recognition (Tensorboard visualization)](https://cuijiahua.com/blog/2018/01/dl_4.html)

* [Tensorflow actual combat (2): Discuz verification code recognition](https://cuijiahua.com/blog/2018/01/dl_5.html)

* Machine learning combat

* :star: [Machine Learning Practical Tutorial (1): K-Nearest Neighbor Algorithm (Epic Dry Goods Long Article)](https://mp.weixin.qq.com/s/ymbwdQL_aSHVjgOZ9RG63Q)

* [Machine Learning Practical Tutorial (2): Decision Tree Basics: Let's start with a blind date](https://cuijiahua.com/blog/2017/11/ml_2_decision_tree_1.html)

* [Machine Learning Practical Tutorial (3): Decision Tree Practical Chapter: Match yourself with a contact lens](https://cuijiahua.com/blog/2017/11/ml_3_decision_tree_2.html)

* [Machine Learning Practical Tutorial (4): Naive Bayes Basics: Speech Filter](https://cuijiahua.com/blog/2017/11/ml_4_bayes_1.html)

* [Machine Learning Actual Combat Tutorial (5): Naive Bayes Actual Combat: Sina News Classification](https://cuijiahua.com/blog/2017/11/ml_5_bayes_2.html)

* [Machine Learning Practical Tutorial (6): The Gradient Rising Algorithm of Logistic Regression Basics](https://cuijiahua.com/blog/2017/11/ml_6_logistic_1.html)

* [Machine Learning Actual Combat Tutorial (7): Logistic Regression Actual Combat: Predicting Diseased Horse Mortality](https://cuijiahua.com/blog/2017/11/ml_7_logistic_2.html)

* :star: [Machine Learning Practical Tutorial (8): Support Vector Machine Principles: Hand-teared Linear SVM](https://cuijiahua.com/blog/2017/11/ml_8_svm_1.html)

* [Machine Learning Practical Tutorial (9): Support Vector Machine Practical Chapter: Non-linear SVM](https://cuijiahua.com/blog/2017/11/ml_9_svm_2.html)

* [Machine Learning Practical Tutorial (10): Improve Classifier Performance-AdaBoost](https://cuijiahua.com/blog/2017/11/ml_10_adaboost.html)

* [Machine Learning Practical Tutorial (11): Predicting the Age of Abalone in the Basics of Linear Regression](https://cuijiahua.com/blog/2017/11/ml_11_regression_1.html)

* [Machine Learning Practical Tutorial (12): Linear Regression Improvement: Second-hand Price Prediction of Lego Toy Kit](https://cuijiahua.com/blog/2017/12/ml_12_regression_2.html)

* [Machine learning practical tutorial (13): CART algorithm and tree pruning in the basics of tree regression](https://cuijiahua.com/blog/2017/12/ml_13_regtree_1.html)

* Deep learning combat

* [Deep Learning Practical Tutorial (1): Perceptron](https://cuijiahua.com/blog/2018/10/dl-7.html)

* [Deep Learning Practical Tutorial (2): Linear Unit and Gradient Descent](https://cuijiahua.com/blog/2018/11/dl-8.html)

* [Deep Learning Practical Tutorial (3): Neural Network and Back Propagation Algorithm](https://cuijiahua.com/blog/2018/11/dl-9.html)

* [Deep Learning Practical Tutorial (4): Convolutional Neural Network](https://cuijiahua.com/blog/2018/12/dl-10.html)

* [Deep Learning Practical Tutorial (5): Recurrent Neural Network](https://cuijiahua.com/blog/2018/12/dl-11.html)

* [Deep Learning Practical Tutorial (6): Long and Short Term Memory Network (LSTM)](https://cuijiahua.com/blog/2019/01/dl-12.html)

* [Deep Learning Practical Tutorial (7): Recurrent Neural Network](https://cuijiahua.com/blog/2019/02/dl-13.html)

* Algorithm surface

* [Autumn move is coming soon, are you ready? ](https://mp.weixin.qq.com/s/tSnqXI2h_R5Ag34T0h-zZg)

* [Spring Recruitment Visual Algorithm Internship](https://cuijiahua.com/blog/2019/11/life-52.html)

* [Successful landing in Ali, summary of deep learning knowledge test sites](https://mp.weixin.qq.com/s/5LbcPsffKr_1qCEWlTrgRQ)

* [Show offer](https://mp.weixin.qq.com/s/N8X8XakXFaLWrwsVwFBs8g)

* Tools

* [Nanny-level Git introductory tutorial, detailed explanation of 4D characters](https://mp.weixin.qq.com/s/2eA7VfHDd0MRGz_YgVrbiw)

* [9 ways to improve the speed of accessing Github in China](https://mp.weixin.qq.com/s/3LfveCU2Hm7N6OnV3Gtx3Q)

* Other

* [The code is open source, let's change the big watermelon together! ](https://mp.weixin.qq.com/s/6MzJkehRr4BKVKSnsqpMxA)

* [Stop tossing about the development environment, set it up once and for all](https://mp.weixin.qq.com/s/ghKGVutz9RQ4fMGJDHWtww)

* [Dry goods sharing to help you "progress by leaps and bounds" of programming ability](https://mp.weixin.qq.com/s/viVP4oNLgDLLUz3sT3Djew)

* Study materials

* :star: [eBook&Video](https://github.com/Jack-Cherish/awesome-cs-books)

* [16 quick checklists of codes that make your programming ability soaring](https://mp.weixin.qq.com/s/Lz0JbKTiiRlBtiMBZ-7cnA)

* [Wu Enda: The latest 28 pictures, fully understand deep learning knowledge! ](https://mp.weixin.qq.com/s/isKcTILDPUKmGTOuJ54AHQ)

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