fix: English version + Markdown formatting

Author: jishanshaikh4

README_en.md

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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 [[Station B]](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.
+
+<p align="center">
+    <a href="https://github.com/Jack-Cherish/PythonPark" target="_blank">
+        <!--<img src="http://photos.cuijiahua.com/github/logo.png" width="200" height="200"/>-->
+        <!--<img src="https://ftp.bmp.ovh/imgs/2021/01/cb3d04cb065fcdad.png" width="200" height="200"/>-->
+        <img src="https://raw.githubusercontent.com/Jack-Cherish/PythonPark/master/images/logo.png" width="200" height="200"/>
+    </a>
+</p>
+
+<p align="center">
+  <a href="https://cuijiahua.com/wp-content/uploads/2020/05/gzh-w.jpg" target="_blank"><img src="https://img.shields.io/ badge/weChat-微信群-blue.svg" alt="微信群"></a>
+  <a href="https://cuijiahua.com/wp-content/uploads/2020/05/gzh-w.jpg" target="_blank"><img src="https://img.shields.io/ badge/%E5%85%AC%E4%BC%97%E5%8F%B7-Jack%20Cui-lightgrey.svg" alt="公号"></a>
+  <a href="https://space.bilibili.com/331507846"><img src="https://img.shields.io/badge/bilibili-哔哩哔哩-critical" alt="Station B" ></a>
+  <a href="https://www.zhihu.com/people/Jack--Cui" target="_blank"><img src="https://img.shields.io/badge/zhihu-知识- informational" alt="知就是"></a>
+  <a href="https://blog.csdn.net/c406495762" target="_blank"><img src="https://img.shields.io/badge/csdn-CSDN-red.svg" alt= "CSDN"></a>
+  <a href="https://www.toutiao.com/c/user/token/MS4wLjABAAAA5gJtmezUJ6vli2hZvnN13iLnzKLpuF8gGHeS0iVlmNs/" target="_blank"><img src="https://img.shields.io/badge/toutiao-% E5%A4%B4%E6%9D%A1-important.svg" alt="头条"></a>
+  <a href="https://juejin.im/user/5ea2ca74e51d4546b50d5f9f" target="_blank"><img src="https://img.shields.io/badge/juejin- Nuggets-blue.svg" alt ="Nuggets"></a>
+</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)
+  
+More content, stay tuned!
+
+<a name="Mind Map"></a>
+
+<!--![image](http://photos.cuijiahua.com/github/dt.jpg)-->
+<!--![image](https://ftp.bmp.ovh/imgs/2021/01/1d5ded7f914607ec.jpg)-->
+<!-- ![image](https://raw.githubusercontent.com/Jack-Cherish/PythonPark/master/images/dt.jpg) -->
+![image](http://photos.cuijiahua.com/python_lujingtu.png)
+
+<a name="WeChat"></a> <a name="public number"></a>
+
+<img src="https://ftp.bmp.ovh/imgs/2020/07/112254f0199e3d4f.jpg" alt="wechat" width="400" height="200" align="bottom" />