> For the complete documentation index, see [llms.txt](https://gzbin.gitbook.io/map/llms.txt). Markdown versions of documentation pages are available by appending `.md` to page URLs; this page is available as [Markdown](https://gzbin.gitbook.io/map/cs/python.md). # Python How To Read Documentations For Beginners [NeuralNine](https://www.youtube.com/watch?v=SWr6NW2osqc) ## 常用 | | | | | --------------------------------------------------------------------------------------------------------------------------------------------------------- | ------------------------------------------------------------------------------------------------------------------------------ | -------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- | | [**Qt for Python**](https://doc.qt.io/qtforpython/) | | [**PyAutoGUI**](https://pyautogui.readthedocs.io/en/latest/) | | [**PyQt5 Reference Guide**](https://doc.bccnsoft.com/docs/PyQt5/) | [**PyQt5中文教程**](https://maicss.gitbooks.io/pyqt5/content/) | [**Python3中文文档**](https://docs.python.org/zh-cn/3/tutorial/index.html) | | [**freedesktop.org**](https://www.freedesktop.org/wiki/) | [**PyGObject**](https://pygobject.readthedocs.io/en/latest/index.html) | **Real Python Tutorials(**[**s**](https://realpython.com)**, )** | | [**Python全栈开发教程**](https://www.bilibili.com/video/BV1wD4y1o7AS/) | [**OOP**](https://www.youtube.com/watch?v=JeznW_7DlB0\&t=11s) | **Full Stack Python(**[**s**](https://www.fullstackpython.com)**, )** | | **keyboard(**[**github**](https://github.com/boppreh/keyboard)**,** [**api**](https://github.com/boppreh/keyboard#api)**, )** | [**Python电子书**](https://www.jb51.net/books/list476_1.html) | **Anaconda, Inc.(**[**u2b**](https://www.youtube.com/c/ContinuumIo/playlists)**,** [**doc**](https://docs.anaconda.com)**,** [**s**](https://www.anaconda.com)**,** [**bak**](https://mirrors.tuna.tsinghua.edu.cn/anaconda/archive/)**, )** | | **Jupyter / IPython(**[**u**](https://www.youtube.com/c/ipython/playlists)**, )** | | **pip(**[**小马**](https://www.youtube.com/watch?v=WMGBf99HbKo)**, )** | | [**Freecodecamp**](https://www.freecodecamp.org/news/best-python-tutorial/) | [**Python.org tutorial**](https://www.python.org/about/gettingstarted/) | [**Python documentation**](https://www.python.org/doc/) | | [**kite**](https://www.kite.com/get-kite/)**(**[**u**](https://www.youtube.com/c/KiteHQ/featured)**, )** | **venv(**[**小马**](https://www.youtube.com/watch?v=x3YSQhP6fL4)**, )** | **Virtualenv(**[**小马**](https://www.youtube.com/watch?v=Y9JMfWAr_04)**, )** | | **Argparse(**[**教程**](https://docs.python.org/zh-cn/3.6/howto/argparse.html)**,** [**API**](https://docs.python.org/zh-cn/3.6/library/argparse.html)**)** | | **argh(**[**doc**](https://pythonhosted.org/argh/)**,** [**tutorial**](https://pythonhosted.org/argh/tutorial.html)**,** [**v**](https://www.youtube.com/watch?v=eILeIEE3C8c)**,** [**demo1**](https://www.ctolib.com/topics-127598.html)**,** [**2**](https://github.com/logan62334/python-cli-template)**)** | | Python教程 [廖雪峰](https://www.liaoxuefeng.com/wiki/1016959663602400) | Python 包索引 [pypi](https://pypi.org) | **MessagePack(**[**git**](https://github.com/msgpack/msgpack-python)**,** [**s**](https://msgpack.org)**, )** | | | [**Flask**](https://github.com/pallets/flask) | **Python Programming(**[**quora**](https://python-programming.quora.com)**, )** | | | | **Python Web Frameworks(**[**quora**](https://pythonwebframeworks.quora.com)**, )** | | **anvil(**[**s**](https://anvil.works)**, )** | [**Flask Web迷途小书童**](https://xugaoxiang.com/category/python/flask/page/3/) | [**迷途小书童 py实用模块**](https://xugaoxiang.com/category/python/modules/) | | **Python 资源大全(**[**书栈**](https://www.bookstack.cn/books/awesome-python-cn)**, )** | [**Youtube-dl**](https://github.com/rg3/youtube-dl) | [**Face Recognition**](https://github.com/informramiz/opencv-face-recognition-python) | | [**Ansible**](https://github.com/ansible/ansible) | [**Httpie**](https://github.com/jakubroztocil/httpie) | [**Pandas**](https://github.com/pandas-dev/pandas) | | [**Scikit**](https://github.com/scikit-learn) | [**pythonistacafe**](https://www.pythonistacafe.com) | **PyXLL(**[**u2b**](https://www.youtube.com/channel/UCfMaA6FC0aKYXEWubmOW5Vw/playlists)**, )** | | [**Tesseract OCR**](https://tesseract-ocr.github.io)**(**[**书童**](https://xugaoxiang.com/2020/12/01/tesseract-ocr/)**)** | [**darknet-ocr**](https://github.com/chineseocr/darknet-ocr) | **Redis(**[**s**](https://redislabs.com)**,** [**v**](https://www.youtube.com/watch?v=eILeIEE3C8c)**,** [**b**](https://www.fullstackpython.com/redis.html)**,** [**b**](https://realpython.com/python-redis/)**,** [**b**](https://opensource.com/article/18/4/how-build-hello-redis-with-python)**)** | | | [**codecombat**](https://codecombat.163.com/play/dungeon) | **EuroPython Conference(**[**u**](https://www.youtube.com/c/EuroPythonConference/featured)**,** [**tw**](https://twitter.com/europython?lang=ch)**)** | | | | **EuroSciPy(**[**u2b**](https://www.youtube.com/c/EuroSciPy/featured)**, )** | | [**Al Sweigart**](https://www.youtube.com/user/Albert10110/featured) | **Termux(**[**v**](https://www.youtube.com/watch?v=bNx2dNKeerA)**,** [**Wiki**](https://wiki.termux.com/wiki/Main_Page)**, )** | | **GNotification(**[**intro**](https://developer.gnome.org/GNotification/), [**Python API**](https://lazka.github.io/pgi-docs/#Gio-2.0/classes/Notification.html), [**Tutorial**](https://lazka.github.io/pgi-docs/#Gio-2.0/classes/Notification.html)) [**Python GTK+ 3 Tutorial**](https://python-gtk-3-tutorial.readthedocs.io/en/latest/) [**PyGObject API Reference**](https://lazka.github.io/pgi-docs/main.html) [**What Does It Take To Be An Expert At Python?**](https://www.youtube.com/watch?v=7lmCu8wz8ro) [**Mastering Python - Everything You Need To Know To Become a Python Master**](https://www.youtube.com/watch?v=p15xzjzR9j0) [**All Top 40 Python Libraries EXPLAINED in 20 minutes**](https://www.youtube.com/watch?v=-29x_deQQus) [如何专业地组织Python脚本？](https://www.youtube.com/playlist?list=PLY2Azc6nd2QkRp4GeCP-z-Wrh9iK4Dtz0) ## 机构 | | | | | ----------------------------------------------------------------------------------------------- | ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------ | ------------------------------------------------------ | | Enthought([s](https://www.enthought.com), [u](https://www.youtube.com/c/enthought/playlists), ) | **PyData(**[**u**](https://www.youtube.com/user/PyDataTV/featured)**,** [**info**](https://www.youtube.com/watch?v=J8cVPXnafos)**,** [**v**](https://www.youtube.com/watch?v=0faKezpsxbI)**, )** | Python论坛 [**s**](https://python-forum.io/index.php) | | | | PyOhio [u](https://www.youtube.com/c/PyOhio/playlists) | ### PyCon | | | | ------------------------------------------------------------------------------- | ---------------------------------------------------------------- | | **PyCon Taiwan(**[**u**](https://www.youtube.com/c/PyConTaiwan/featured)**, )** | PyCon 2019([u](https://www.youtube.com/c/pycon2019/playlists), ) | | [PyCon SK](https://www.youtube.com/channel/UC8Tzn82aG4zdvtqlrfsLgSA) | PyCon Canada [u](https://www.youtube.com/c/PyConCA/playlists) | | | [PyCon AU](https://www.youtube.com/c/PyConAU/playlists) | ## UP主 | | | | ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- | ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- | | **Data Science Dojo(**[**u2b**](https://www.youtube.com/c/Datasciencedojo/playlists)**, )** | **Real Python(**[**u2b**](https://www.youtube.com/c/realpython/featured)**, )** | | **Corey Schafer(**[**u2b**](https://www.youtube.com/c/Coreyms/featured)**, )** | **Python Simplified(**[**u2b**](https://www.youtube.com/c/PythonSimplified/playlists)**, )** | | **彭彭的課程(**[**u2b**](https://www.youtube.com/c/%E5%BD%AD%E5%BD%AD%E7%9A%84%E8%AA%B2%E7%A8%8B/featured)**, )** | **Alfred Essa(**[**u2b**](https://www.youtube.com/c/AlfredEssa/playlists)**, )** | | **mCoding(**[**u**](https://www.youtube.com/channel/UCaiL2GDNpLYH6Wokkk1VNcg/playlists)**,** [**s**](https://mcoding.io)**,** [**git**](https://github.com/mCodingLLC)**,** [**reddit**](https://www.reddit.com/r/mCoding/)**, )** | **Luke Barousse(**[**u2b**](https://www.youtube.com/c/LukeBarousse/playlists)**, )** | | **蚂蚁学Python** [**B**](https://space.bilibili.com/61036655)**,** [**git**](https://github.com/peiss)**,** [**u**](https://www.youtube.com/channel/UCqEdIqFC2uQA9UD6yDaMeag) | **ruoyu zhang(**[**u**](https://www.youtube.com/user/ruoyu0088/videos)**, )** | | **Python Programmer(**[**u**](https://www.youtube.com/c/FlickThrough/featured)**, )** | **Sebastiaan Mathôt(**[**u**](https://www.youtube.com/c/SebastiaanMath%C3%B4t/playlists)**, )** | | Pyathlon [u](https://www.youtube.com/channel/UCpoMaf9xDONbw4ZuN-h2L9g/playlists) | Know-How [u](https://www.youtube.com/channel/UC0DvSCaPAznZPaxWtwLj82w/videos) | | Tech-Gram Academy [u](https://www.youtube.com/c/TechGramAcademy/playlists) | PyPros [u](https://www.youtube.com/channel/UCjSOwkYUtTDjDoPczoTv_Hw/playlists) | | 麦叔编程 [u](https://www.youtube.com/channel/UCzJD9VW02TKDVXMoyaEfSiQ/videos) [u](https://www.youtube.com/playlist?list=PLKrICbCCq12VlE_xhA_Cd1_ixDQc31ssH) | 轻松学python [u](https://www.youtube.com/channel/UCKAtZscEaqbrlkefWh8dYig/playlists) | | Python导师-蚂蚁 抖音号： [ant\_python](https://www.douyin.com/user/MS4wLjABAAAAOfSHjUIJ-3xGgVPSnl8a6x3vSV-7tP3OLrW9gV4TD-U) | DigitalSreeni [u](https://www.youtube.com/channel/UC34rW-HtPJulxr5wp2Xa04w/playlists) | | python导师-lisa 抖音号： [python.1](https://www.douyin.com/user/MS4wLjABAAAAsHvA1r04fNGWq-8GjTmdbQiOTJe7eyVQZoQBL-HCGT4) | Python私教-有霸夫 抖音号： [youbafu](https://www.douyin.com/user/MS4wLjABAAAAeGtTBYfEYZ5CqqhvsF2nANCZ1aAuHBDYmrIqyvCr8ppQIOXVykK4Buk1Fm7Z0wE-) | | 程序员白白 抖音号： [80920602680](https://www.douyin.com/user/MS4wLjABAAAAyJ2erAuLGNUb5SKbNwpMrylafhL-NhvbsGSMR0-0f1qWuSxVICq6i1bvf-ljHZ2r) | codebasics [u](https://www.youtube.com/c/codebasics/playlists) | | |

程序员zhenguo 抖音号： 1055516139

Python小例子

从0学Python完整教程（全网最用心）

| | 💪🏻MuscleCoding 抖音号：[MuscleCoding](https://www.douyin.com/user/MS4wLjABAAAAcIyJIJo9eiWClLhldSlWmrhrOE6dljPX4fLkhcVdsBbKGGMFO96OBNI__oIY7YzZ) | 千锋教育 [u](https://www.youtube.com/channel/UCtlYTdQCuSRP7W5r2aOMvQw) | | I know python [u](https://www.youtube.com/@Iknowpython/playlists) | b001 [u](https://www.youtube.com/@b001) | | 趣科技分享 [u](https://www.youtube.com/@user-cg7ot5je5m/videos) | World of Python [u](https://www.youtube.com/@worldofpython/playlists) | | | | | | | | | | ## 网课 | | | | ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------ | ------------------------------------------------------------------------------ | | **流畅的Python(**[**B**](https://www.bilibili.com/video/BV18i4y1u7Cr/?spm_id_from=333.788.b_7265636f5f6c697374.5)**, )** | [**5小时学会Python 数据分析与展示(2020年版)**](https://www.youtube.com/watch?v=Obbc3pC5_g0) | | **Python ABC(**[**site**](http://pythonabc.org)**,** [**u2b**](https://www.youtube.com/playlist?list=PLhbhqgpAIh2mJr01xkPJeZplfPDUgnbCz)**,** [**B**](https://www.bilibili.com/video/av28777331?zw)**,** [**tmp**](https://www.bilibili.com/video/av28777331?p=5\&spm_id_from=pageDriver)**, )** | | | [**Python制作GIF动图**](https://zhuanlan.zhihu.com/p/39454286) | [**动图数据可视化基础教学**](https://zhuanlan.zhihu.com/p/139084960) | | | | ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------ | | Python [编程王子浩谦](https://www.youtube.com/playlist?list=PL_Xx4JCIa2EDbjMlN7unTAa0tj7Jdtt2C) 241 个视频 | | Python Crash Course [宝器之港](https://www.youtube.com/playlist?list=PLOyPlFRdT8sDTYLY2GmZ7vK1Kxhen4--K) | | Learn Python in 7 hours\| For Absolute Beginners \| Using Jupyter Notebook [Harshit Agarwal](https://www.youtube.com/watch?v=SKSd61Smjhg) | | 20 Beginner Python Projects [freeCodeCamp](https://www.youtube.com/watch?v=pdy3nh1tn6I) | | Python FULL Crash Course For ABSOLUTE Beginners [Austin Davis](https://www.youtube.com/watch?v=F82YA7R6yDc) | | Python for Beginners – Full Course \[Programming Tutorial] [freeCodeCamp](https://www.youtube.com/watch?v=eWRfhZUzrAc) | | 老男孩教育 Python全栈开发第3期 [Chocobo](https://www.youtube.com/playlist?list=PLr64HLNp2fCKnY9w--w1fT8Z9BT0JEa4e) | | 听说学 Python 找不到工作？试试这个学习路线！【[程序员鱼皮](https://www.youtube.com/watch?v=fCeKVVuJAbI)】 | | Programming Terms [Corey Schafer](https://www.youtube.com/playlist?list=PL-osiE80TeTsnP0Nl1UDY8VZAlHu1m_MQ) | | 李兴华-Python编程 [沐言优拓](https://www.youtube.com/playlist?list=PL2BYd135G1o9r-TAMw-QCddLnJFpOXpRY) | | 60天Python零基础入门 [学点编程吧](https://www.youtube.com/playlist?list=PLDMDZKXN3MrKRpeNlUmcoJqUdjRnvUbi0) | | Python Tutorial [techTFQ](https://www.youtube.com/playlist?list=PLavw5C92dz9FePZXIo4jpsupqp3X0w2SW) | | Python Programming Video Tutorials for Beginners [Amulya's Academy](https://www.youtube.com/playlist?list=PLzgPDYo_3xunqaoZnnTaoka2R6psn5u2T) | | 5 Tips To Organize Python Code [Tech With Tim](https://www.youtube.com/watch?v=e9yMYdnSlUA) | | jaystone776/[python-data-science-cheatsheet](https://github.com/jaystone776/python-data-science-cheatsheet) Python数据科学速查表 | | 25 nooby Python habits you need to ditch [mCoding](https://www.youtube.com/watch?v=qUeud6DvOWI) | | [**【Python趣味教学】99%相似度！手把手教你用Python制作超级玛丽游戏**](https://www.bilibili.com/video/BV1G54y197C2/?spm_id_from=333.788.recommend_more_video.0) | | Sebastian Witowski - [Writing faster Python](https://www.youtube.com/watch?v=YjHsOrOOSuI) | | 学习Python - 初学者全程([freeCodeCamp](https://www.youtube.com/watch?v=rfscVS0vtbw))4:26:51 | | Python Tutorial for Beginners \[Full Course] - Learn Python Full Course \[2020]\([My CS](https://www.youtube.com/watch?v=ZUJftlqr0LY\&list=PLq94LoYzjZTpCd1c-bwMCo70PFTL7-7WS\&index=5)) | | Python Tutorial - Python for Beginners \[Full Course]\([Programming with Mosh](https://www.youtube.com/watch?v=_uQrJ0TkZlc)) | | [MIT's Introduction to Computer Science and Programming Using Python \[Full Course\]](https://www.youtube.com/playlist?list=PLRJdqdXieSHN0U9AdnmwD-9QcR9hmw04d) | | [6.0001 Introduction to Computer Science and Programming in Python. Fall 2016](https://www.youtube.com/playlist?list=PLUl4u3cNGP63WbdFxL8giv4yhgdMGaZNA) | | [IPython 入門](https://www.youtube.com/playlist?list=PLpltJwWB6egLTZVg4QYuJUIMbs-8OuzTG) Yen-Lung Tsai | | 麦子学院-项目-Python开发跨平台的记事本 [开发者学堂](https://www.youtube.com/playlist?list=PLGmd9-PCMLhacGFl0efFP8aBfinmJ5sUA) [Yang Liu](https://www.youtube.com/playlist?list=PLhXu26RzZZTxsRLmmTjXa1hO45PpnQcBM) | | 【python】4小时初学者教程 [GrandmaCan -我阿嬤都會](https://www.youtube.com/watch?v=zdMUJJKFdsU) | | 零基础入门学习Python [C鱼](https://www.youtube.com/playlist?list=PLLUsl4SYy5wFtX-VCW5gft6SgLbVOH2Y5) | |

Python科学计算三维可视化-黄天羽（北京理工大学）(u, )

| | 3D Visualization with Mayavi \| SciPy 2018 Tutorial \| Prabhu Ramachandran [Enthought](https://www.youtube.com/watch?v=r6OD07Qq2mw) | | mayavi [doc](https://docs.enthought.com/mayavi/mayavi/index.html) | |

Intermediate Python Programming(freeCodeCamp, sentdex, Tech With Tim, NeuralNine,

Indian Pythonista, )

| | Python [Coding Tech](https://www.youtube.com/playlist?list=PLFjq8z-aGyQ4Y3mSWGBptr7SArEsfdWQA) | | Python FAST API Tutorial [Tech With Tim](https://www.youtube.com/watch?v=-ykeT6kk4bk) | | Make YOUR OWN Programming Language in Python [CodePulse](https://www.youtube.com/playlist?list=PLZQftyCk7_SdoVexSmwy_tBgs7P0b97yD) | | Simple Math Interpreter in Python [CodePulse](https://www.youtube.com/playlist?list=PLZQftyCk7_Sdu5BFaXB_jLeJ9C78si5_3) | | Python全套精讲课程 [覃秉丰](https://www.youtube.com/playlist?list=PLzw77domqr9vHEnGoJAL6148s1AtDWERJ) | | Python3 X新特性 [开发者学堂](https://www.youtube.com/playlist?list=PLGmd9-PCMLhZu-QLCqFXdEQLSBSccgtGW) | | Python语言编程基础 [开发者学堂](https://www.youtube.com/playlist?list=PLGmd9-PCMLhanlxmX6tLsQuVwe-EnItHn) | | Python 数据库编程 [开发者学堂](https://www.youtube.com/playlist?list=PLGmd9-PCMLhbqpxPA_PUeSPOVr5yMRhDw) | | 快速掌握 Python 学习手册 [Yang Liu](https://www.youtube.com/playlist?list=PLhXu26RzZZTz_B6Ca1Z_5p_zZ2OsJE4wi) | | Python系统管理 [Yang Liu](https://www.youtube.com/playlist?list=PLhXu26RzZZTy_ojs7NmljuCy4WmHyVAtg) | | 最新Python编程教程19天从入门到精通 [知识改变命运（Chocolates）](https://www.youtube.com/playlist?list=PLVyDH2ns1F75k1hvD2apA0DwI3XMiSDqp) | | Python Tutorial for Beginners - Learn Python in 5 Hours \[FULL COURSE] [TechWorld with Nana](https://www.youtube.com/watch?v=t8pPdKYpowI) | | Python Tutorial for Beginners [freeCodeCamp](https://www.youtube.com/watch?v=8124kv-632k) | | 12 Beginner Python Projects - Coding Course [freeCodeCamp](https://www.youtube.com/watch?v=8ext9G7xspg) | | Algorithmic Trading Using Python - Full Course [freeCodeCamp](https://www.youtube.com/watch?v=xfzGZB4HhEE) | | Python f-strings can do more than you thought. f'{val=}', f'{val!r}', f'{dt:%Y-%m-%d}' [mCoding](https://www.youtube.com/watch?v=BxUxX1Ku1EQ) | | The Magic Of Python [Tech With Tim](https://www.youtube.com/watch?v=ScUKeVuL7Y8) | | Python Is Weird... [Tech With Tim](https://www.youtube.com/watch?v=hz7ipeH5Dug) | | Programming for Beginners - How to Code Tutorial with Python and C# [freeCodeCamp](https://www.youtube.com/watch?v=__izua1kKeI) | | Python零基础入门教程5小时完整版(2020年最新版) [程序员小飞](https://www.youtube.com/watch?v=yMOU8_hhLL8\&t=150s) | | Best 8 Python's One line Codes \| PYTHON3x \| One Liners \| Explanation \| Code Optimization [Know-How](https://www.youtube.com/watch?v=eK9PVSAPyiI) | | Python Tutorials [Corey Schafer](https://www.youtube.com/playlist?list=PL-osiE80TeTt2d9bfVyTiXJA-UTHn6WwU) | | Python Modules and Libraries [Python Simplified](https://www.youtube.com/playlist?list=PLqXS1b2lRpYTQQ8ziHakWZHLFIheVhcOg) | | Python Programming Tutorials (Computer Science) [Socratica](https://github.com/GuZhebin/map/blob/main/cs/\[link]\(https:/www.youtube.com/playlist/README.md) | | Most Advance Python Course for Professionals \[2021] [Extern Code](https://www.youtube.com/watch?v=tdn9_MZ0lN4) | | Advanced Python for Everybody - Python Advanced Tutorial [Extern Code](https://www.youtube.com/watch?v=7v_TVJHodiI) | | python [it coding man](https://www.youtube.com/playlist?list=PL0eTUWE9slRfWfipshffCd0hUayKegMnM) | | 【python】4小时初学者教程 [GrandmaCan -我阿嬷都会](https://www.youtube.com/watch?v=zdMUJJKFdsU) | | Python As Fast as Possible - Learn Python in \~75 Minutes [Tech With Tim](https://www.youtube.com/watch?v=VchuKL44s6E) | | Python for Everybody - Chuck博士的全程课程 [freeCodeCamp](https://www.youtube.com/watch?v=8DvywoWv6fI)13:40:09 | | Python Basics with Sam [freeCodeCamp](https://www.youtube.com/playlist?list=PLWKjhJtqVAbkmRvnFmOd4KhDdlK1oIq23) | | Python3.8入门 & 进阶 & 原生爬虫实战完全解读 [Jomy King](https://www.youtube.com/playlist?list=PL9nxfq1tlKKlH7Gse4X3mcuDoXDIzgOCE) | | Python for Beginners (Full Course) \| Programming Tutorial [Telusko](https://www.youtube.com/playlist?list=PLsyeobzWxl7poL9JTVyndKe62ieoN-MZ3) | | Get the Best Python Books for Free [David Bombal](https://www.youtube.com/watch?v=7iBqoc-DzTQ) | | Intermediate Python Programming Course [freeCodeCamp](https://www.youtube.com/watch?v=HGOBQPFzWKo) | | 小甲鱼Python零基础入门教程（全集96讲） [野生IT散修](https://www.youtube.com/playlist?list=PLKLUwbV5J_7d4QPHJBPUSpZ7E4v5xQxCd) | | The complete guide to Python [Clear Code](https://www.youtube.com/watch?v=mDKM-JtUhhc) 11:08:59 | | Python语言基础与应用 [华人开放式课程MOOC](https://www.youtube.com/playlist?list=PLv8hyYaXsdiuc8KraWsUKf5sxk5W09ctz) | | Awesome Python Tools [JCharisTech](https://www.youtube.com/playlist?list=PLJ39kWiJXSixc8gWZUVbJTxHIHXtldm6F) | | | | | | | ### 传智/黑马 | | | ---------------------------------------------------------------------------------------- | | 传智教育 [s](https://www.itcast.cn) 黑马程序员 [u](https://www.youtube.com/@itheima666/playlists) | | [map](http://yun.itheima.com/map) | | | | | | ------------------------------------------------------------------------------------------------------------------------- | | [传智播客 python公开课 —— 8天深入理解Python](https://www.youtube.com/playlist?list=PLC664nq_h8b-S7tNk9fpFHoesnLG2hmah) Zack Micheal | | 传智播客人工智能+Python就业班 第1阶段 Python基础 [Zack Micheal](https://www.youtube.com/playlist?list=PLC664nq_h8b_TTg8EwiK5j_KN5qdQv2ZB) | | 传智播客Python就业班 02阶段 Python核心编程 [Zack Micheal](https://www.youtube.com/playlist?list=PLC664nq_h8b-lNtVNpQ9KF_kzQp_KxG6o) | | 传智播客Python就业班 03阶段 数据结构与算法 [Zack Micheal](https://www.youtube.com/playlist?list=PLC664nq_h8b_q8Hjq_q8fbst1TO1AKKz-) | | 传智播客Python就业班 04阶段 数据库 [Zack Micheal](https://www.youtube.com/playlist?list=PLC664nq_h8b8uvj568AsoVgIE_Gr1qesp) | | 传智播客Python就业班 05阶段 前端 [Zack Micheal](https://www.youtube.com/playlist?list=PLC664nq_h8b9iCURknzJ_MA9HNfGyVkzU) | | 传智播客Python就业班 06阶段 Django [Zack Micheal](https://www.youtube.com/playlist?list=PLC664nq_h8b_zmgOFoZlOycn_cH2XZOVz) | | 传智播客python就业班 07阶段 爬虫 [Zack Micheal](https://www.youtube.com/playlist?list=PLC664nq_h8b81Eh0jERXmtKk_CWntvUnB) | {% embed url="" %} | 【黑马程序员-基础班】[课件](https://drive.google.com/drive/folders/1REKB3YATno0Wc1I6aQxBc5vT2iwDo2qv) | 抖音号： [itheima1024](https://www.douyin.com/user/MS4wLjABAAAAuUDUhW_QGqJ0ySmeAcfN3fIrn41WdaZjWzc_w61IBBV26AJ2fWL2JQo0sUgMLlSN?author_id=1459740169999095\&enter_from=video_detail\&enter_method=video_title\&from_gid=7008821469266464014\&group_id=7008821469266464014\&log_pb=%7B%22impr_id%22%3A%22202110090722300101510680314F0B25E1%22%7D) | | ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------ | --------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- | | 1 [Linux基础](https://www.youtube.com/playlist?list=PLHl06E33t4OrGOklKRiZkyFej-mIhstWD) | 2 [python基础](https://www.youtube.com/playlist?list=PLHl06E33t4OrAqqbtIdSl8jjzQl5QuFjv) | | 3 [面向对象](https://www.youtube.com/playlist?list=PLHl06E33t4OoeFjvT000d3p9WrlcALw4b) | 4 [项目飞机大战 -python案例](https://www.youtube.com/playlist?list=PLHl06E33t4Oo103jRU6Zztvpfra1plrOQ) | | 【黑马程序员-就业班】[课件](https://drive.google.com/drive/folders/108P7C-gNT9NS_pqAfoopixnQI-6_KfZM) | | | 01 [网络编程](https://www.youtube.com/playlist?list=PLHl06E33t4OotbH5jxo9ylIWeKYeQep35) | 02 [多任务](https://www.youtube.com/playlist?list=PLHl06E33t4OoNzzuCSoaZjc_R6iS1hMtw) | | 03 [web服务器v3.1](https://www.youtube.com/playlist?list=PLHl06E33t4OqLQZGVuIdwzGct-56ibuuP) | [04 Python高级语法v3.1](https://www.youtube.com/playlist?list=PLHl06E33t4OpQUsbjPxi-46v2PlePrnUN) | | [05 MySQL数据库v3.1](https://www.youtube.com/playlist?list=PLHl06E33t4OoBdz6Kdzsgxnes1UbETkFe) | [06 mini-web框架v3.1](https://www.youtube.com/playlist?list=PLHl06E33t4OoANHQmSQ2Rkw25PdL1-qB_) | | [07 HTML和CSS](https://www.youtube.com/playlist?list=PLHl06E33t4OpTAmxd7r5l272u9tymWX6c) | [08 首页布局案例和移动布局](https://www.youtube.com/playlist?list=PLHl06E33t4Opy-MDgyP2AlYgIxIJ3Ts0l) | | [09 JavaScript](https://www.youtube.com/playlist?list=PLHl06E33t4OpXX7eUupD8zFraEkP0hfxw) | [10 jQuery和js库](https://www.youtube.com/playlist?list=PLwIrqQCQ5pQkZDlKKwEuFfF9cuBprZwn-) | | [11 Django框架](https://www.youtube.com/playlist?list=PLHl06E33t4OogLoaZ9sWHxxefbZHNm_j5) | [12 git版本管理](https://www.youtube.com/playlist?list=PLHl06E33t4Op0PWknecVRu6cozc2SCO0q) | | [13 redis数据库](https://www.youtube.com/playlist?list=PLHl06E33t4OoBdvsI1KFzHaTjzLwFxmMi) | [14 天天生鲜Django项目](https://www.youtube.com/playlist?list=PLHl06E33t4Orc0w3v4ERR7P4vAWHZPK-q) | | [15 flask框架](https://www.youtube.com/playlist?list=PLHl06E33t4Oqf0oMwsr6nQH9s1CEd1RXM) | [16 微信公众号](https://www.youtube.com/playlist?list=PLHl06E33t4OpojAkfuoHsaiXxm30VEHcC) | | [17 爱家租房项目](https://www.youtube.com/playlist?list=PLHl06E33t4OojG9MvGj6HJWt9JTc4tXSg) | [18 通用爬虫模块使用](https://www.youtube.com/playlist?list=PLHl06E33t4OoTUpTVd2JfnNquKQbrX1E9) | | [19 MongoDB数据库](https://www.youtube.com/playlist?list=PLHl06E33t4OpSrj1ZMk4Fu3VTA1b6pInm) | [20 爬虫scrapy框架及案例](https://www.youtube.com/playlist?list=PLHl06E33t4Oq5_h8BNX7Pm0vpHukLcfqY) | | [21 数据分析](https://www.youtube.com/playlist?list=PLHl06E33t4OoTX1GzsuejMr8btqTc1jWV) | [22 机器学习](https://www.youtube.com/playlist?list=PLHl06E33t4OqzKshqdTj47QsnYfW3wn7c) | | [23 深度学习](https://www.youtube.com/playlist?list=PLHl06E33t4OpD85x4Y9i5HQYx6iTECxDi) | [24 数据结构和算法](https://www.youtube.com/playlist?list=PLHl06E33t4OqO6IavP0IShQNCM2-xfP5E) | | [25 Python网络爬虫](https://www.youtube.com/playlist?list=PLwIrqQCQ5pQnIyHBqB6avKNCDF5_N9S8t) | 26 机器学习入门篇 | | [27 机器学习入门篇2](https://www.youtube.com/playlist?list=PLwIrqQCQ5pQlJSKXNVigjt_rf1HCez5uH) | 28 机器学习提升篇 | | [29 数据挖掘篇](https://www.youtube.com/playlist?list=PLwIrqQCQ5pQk7rEbyKs7XC__XL4Kvuvxv) | 30 深度学习必备原理与实战 | | [31 深度学习必备原理与实战2](https://www.youtube.com/playlist?list=PLwIrqQCQ5pQmQXtNjbep0PSFMQXQax_Qk) | 32 深度学习必备原理与实战3 | | 33 深度学习必备原理与实战4 Caffe | 34 深度学习项目实战 Caffe实战 | | [35 深度学习项目实战2](https://www.youtube.com/playlist?list=PLwIrqQCQ5pQnms9QYaR5nCMdpm0N1nehd) 项目实战：机器人写唐诗 | 36 深度学习项目实战3 style transfer等 | | Python自学就业班全套课程【[上](https://www.youtube.com/playlist?list=PLaURY2xI-x4ufIsfMVDRFtKQVvpO16dcD) [中](https://www.youtube.com/playlist?list=PLaURY2xI-x4sAKtHckM_5VxnRAw5bzww8) [下](https://www.youtube.com/playlist?list=PLaURY2xI-x4sgxhYq7pQNHW578nVAlqVn)】Xiaoqiang Club | 砖家王二狗([u](https://www.youtube.com/channel/UCOlt070vR05dXxNejTilaMg/playlists), ) | | 传智播客黑马python+人工智能 15期 bt | | | | | ### 面向对象 OOP Object-oriented Programming | | | ---------------------------------------------------------------------------------------------------------------------------------------------------------------------- | | Python OOP Tutorials - Working with Classes([Corey Schafer](https://www.youtube.com/playlist?list=PL-osiE80TeTsqhIuOqKhwlXsIBIdSeYtc)) | | Object-oriented programming in Python([Sebastiaan Mathôt](https://www.youtube.com/playlist?list=PLR-r0edywujedM6cbbrvWec18K6Rdk9W1)) | | Object Oriented Programming Python \| Python OOP \| ([Academic Lesson](https://www.youtube.com/watch?v=2dhNVH6yBog\&list=PLq94LoYzjZTqkcr7e89bJlWYZaN3dMyL2\&index=1)) | | Python 面向对象编程 [开发者学堂](https://www.youtube.com/playlist?list=PLGmd9-PCMLhYljhzZXCKjbQl-lmr8YFen) | | Object Oriented Programming with Python [freeCodeCamp](https://www.youtube.com/watch?v=Ej_02ICOIgs) | | Object Oriented Programming with Python - Full Course for Beginners [freeCodeCamp](https://www.youtube.com/watch?v=Ej_02ICOIgs) | | Intro to Object Oriented Programming - Crash Course [freeCodeCamp](https://www.youtube.com/watch?v=SiBw7os-_zI) | | Object Oriented Programming [MIT OpenCourseWare](https://www.youtube.com/watch?v=-DP1i2ZU9gk) | | Data Scientist生产力进阶—Python OOP编程快速入门（第617期） [Data Application Lab](https://www.youtube.com/watch?v=xKL1u8hF8rI) | | Python staticmethod and classmethod [mCoding](https://www.youtube.com/watch?v=SXApHXsDe8I) | | Method Types in Python OOP: @classmethod, @staticmethod, and Instance Methods [Real Python](https://www.youtube.com/watch?v=PNpt7cFjGsM) | | Python小技巧#9：实例方法，类方法，静态方法的区别？ [麦叔编程](https://www.youtube.com/watch?v=bXHjtp1Y-u8) | | Object Oriented Analysis and Design [simplefunde](https://www.youtube.com/playlist?list=PL8CZDfB07h9t4wl35-qbVojs6lzs-HyqH) | | OOP in Python \| Object Oriented Programming [Telusko](https://www.youtube.com/watch?v=qiSCMNBIP2g) | ## Python 教程 | | | | ----------------------------------------------------------------------------------- | - | | Python 教程 [doc](https://docs.python.org/zh-cn/3/tutorial/index.html#tutorial-index) | | ## Python 语言参考手册 | | | | ----------------------------------------------------------------------------------------- | - | | Python 语言参考手册 [doc](https://docs.python.org/zh-cn/3/reference/index.html#reference-index) | | ## Python 标准库 | | | | -------------------------------------------------------------------- | - | | Python 标准库 [doc](https://docs.python.org/zh-cn/3/library/index.html) | | ### 数字和数学模块 | | | -------------------------------------------------------------------------------------------------- | | 数字和数学模块 [doc](https://docs.python.org/zh-cn/3/library/numeric.html) | | math --- 数学函数 [doc](https://docs.python.org/zh-cn/3/library/math.html) | | cmath --- 关于复数的数学函数 [doc](https://docs.python.org/zh-cn/3/library/cmath.html#module-cmath) | | random --- 生成伪随机数 [doc](https://docs.python.org/zh-cn/3/library/random.html) | | PyMath [Flammable Maths](https://www.youtube.com/playlist?list=PLN2B6ZNu6xmdS12rCSWlMUV4XTBhJ0SKr) | | | ## 模块 | | | | | ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- | -------------------------------------------------------------------------------- | ---------------------------------------------------------------------------------------------------------------------- | | **Scheduler(**[**doc**](https://schedule.readthedocs.io/en/stable/)**,** [**git**](https://github.com/dbader/schedule)**,** [**b**](https://dev.to/bhupesh/a-simple-scheduler-in-python-49di)**, )** | | **tqdm(**[**git**](https://github.com/tqdm/tqdm)**, )** | | | **timeit(**[**文档**](https://docs.python.org/zh-cn/3/library/timeit.html)**, )** | | | **shutil(**[**doc**](https://docs.python.org/3/library/shutil.html)**,** [**文档**](https://docs.python.org/zh-cn/3/library/shutil.html)**, )** | Twisted([s](https://twistedmatrix.com/trac/), ) | **PyMongo(**[**书栈**](https://www.bookstack.cn/books/pymongo-3.11.0-en)**, )** | | **Guake(**[**doc**](https://guake.readthedocs.io/en/stable/index.html)**, )** | Click([s](https://click.palletsprojects.com), ) | **notify-py(**[**pypi**](https://pypi.org/project/notify-py/)**,** [**git**](https://github.com/ms7m/notify-py)**, )** | | | wagtail([s](https://wagtail.io), ) | scrapy([s](https://scrapy.org), ) | | sqlalchemy([s](https://www.sqlalchemy.org), ) | **functools(**[**doc**](https://docs.python.org/3/library/functools.html)**, )** | scapy([s](https://scapy.net), ) | | | | **Pylint(**[**v**](https://www.youtube.com/watch?v=fFY5103p5-c)**, )** | | | | | | | | | | | | | | | | | | | | | | | | | --------------------------------------------------------------------------------------------------------------------------------- | -------------------------------------------------------------------------------------------------------------------------------------------------------- | | pywin32 [pypi](https://pypi.org/project/pywin32/) [git](https://github.com/mhammond/pywin32/releases) | win32gui [pypi](https://pypi.org/project/win32gui/) [s](https://sourceforge.net/projects/pywin32/) [doc](http://timgolden.me.uk/pywin32-docs/index.html) | | win32ui | win32con | | win32api | | | Python for Windows (pywin32) Extensions [s](https://pythonrepo.com/repo/mhammond-pywin32-python-programming-on-microsoft-windows) | | | | | -------------------------------------------------------------------------------------------------------------- | | Learn Dynamic Module Imports In 11 Minutes [Web Dev Simplified](https://www.youtube.com/watch?v=ddVm53j80vc) | | 5 Python Libraries you need for Data Science [CodeEmporium](https://www.youtube.com/watch?v=9E-lsou160g) | | How to Schedule Tasks with Python using Schedule [JCharisTech](https://www.youtube.com/watch?v=zF_DroDICaM) | | Wheel Files: Packaging Python Applications & Modules [NeuralNine](https://www.youtube.com/watch?v=n2d_7RPTKlk) | | | | Matplotlib | | ----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- | | Matplotlib 用户指南 ([书栈](https://www.bookstack.cn/books/MatplotlibUserGuide), ) | | Matplotlib 入门教程 ([书栈](https://www.bookstack.cn/books/py-ds-intro-tut-zh-matplotlib), ) | | **亚斯特拉的索哥(**[**u**](https://www.youtube.com/channel/UC6F7TKhp26EZOPrQg9hCZaQ/playlists)**, )** | | 麦子学院 Python数据可视化分析 matplotlib [开发者学堂](https://www.youtube.com/playlist?list=PLGmd9-PCMLhZ0MHpfbe_1m6aM20zbn6Nk) | | Matplotlib Crash Course [freeCodeCamp](https://www.youtube.com/watch?v=3Xc3CA655Y4) | | Professional 3D Plotting in Matplotlib [NeuralNine](https://www.youtube.com/watch?v=fAztJg9oi7s) | | Matplotlib Tips [Kimberly Fessel](https://www.youtube.com/playlist?list=PLtPIclEQf-3dJmAj3IsSRwRoLbX-n3J81) [doc](https://matplotlib.org/stable/index.html) | | MATPLOTLIB 3D PLOTS including Scatter 3D and Surface Plots for Matplotlib Python \|\| Matplotlib Tips [Kimberly Fessel](https://www.youtube.com/watch?v=gqoLLGgbeAE) [git](https://github.com/kimfetti/Videos/blob/master/Matplotlib_Tips/12_3Dplots.ipynb) | | Python Data Science Tutorial #11 - 3D Plotting with Matplotlib [NeuralNine](https://www.youtube.com/watch?v=eHd8JsJQ6AA) | | Matplotlib Tutorial (2021): For Physicists, Engineers, and Mathematicians [Mr. P Solver](https://www.youtube.com/watch?v=cTJBJH8hacc) | | Plotting Graphs in Python (MatPlotLib and PyPlot) [Max teaches Tech](https://www.youtube.com/watch?v=yf-R1cvJllE) | | | | | | pillow | | ----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- | | python-pillow/[Pillow](https://github.com/python-pillow/Pillow) [s](https://python-pillow.org/) | | pillow [doc](https://pillow.readthedocs.io/en/stable/)9.2.0,[ch](https://www.osgeo.cn/pillow/)8.4.0 [ch](https://pillow-zh-cn.readthedocs.io/zh_CN/latest/installation.html)3.3.0 [ch](https://pillow-cn.readthedocs.io/zh_CN/latest/)2.4 | | PIL.Image 源代码 [8.4.0](https://www.osgeo.cn/pillow/_modules/PIL/Image.html) | | 加[水印](https://www.youtube.com/watch?v=4PK4-70piZY) | | Python Pillow [Patrick B](https://www.youtube.com/playlist?list=PLtdTvjcat54p3P9rkHd8uWgdsKfMWVE_U) | |

Python Modules and Libraries Python Simplified

Image Processing with Pillow - a Python Code-Along

| | Python Tutorials [Corey Schafer](https://www.youtube.com/playlist?list=PL-osiE80TeTt2d9bfVyTiXJA-UTHn6WwU) | | Turn any image into ASCII art! (Easy Python PIL Tutorial) [Kite](https://www.youtube.com/watch?v=v_raWlX7tZY) | | 【Python】综合知识库 [小马技术](https://www.youtube.com/playlist?list=PLliocbKHJNwtHKkZt7eSDMRsuMIUCbxhZ) | | Advanced Discord.py Tutorials [Code With Swastik](https://www.youtube.com/playlist?list=PLoFvxwcEPSPhCNdel2XcNgbgmntp4E-CE) | | Python (Pillow): working with images \| Hindi \| [Tech-Gram Academy](https://www.youtube.com/playlist?list=PLjC8JXsSUrrjtXUDzXqr1mj_1iYpN2R8S) | | Python PIL Module Tutorials [John Hammond](https://www.youtube.com/playlist?list=PL1H1sBF1VAKXCayO4KZqSmym2Z_sn6Pha) | | Image processing with python [DigitalSreeni](https://www.youtube.com/playlist?list=PLZsOBAyNTZwYx-7GylDo3LSYpSompzsqW) | | Image Manipulation with Python and Pillow [PyPros](https://www.youtube.com/playlist?list=PLJ1odve0o6dV0mKl0cwERv9JO1_eqWmw-) | | Image manipulation with Python & Pillow (2021) [Carberra Tutorials](https://www.youtube.com/playlist?list=PLYeOw6sTSy6YViQG4Yiqu85t6w9ZFWJrP) | | Streams [Carberra Tutorials](https://www.youtube.com/playlist?list=PLYeOw6sTSy6YVmOn6pIV3q7_7anmwvOyv) | | 18 - Image processing using pillow in Python [DigitalSreeni](https://www.youtube.com/watch?v=uDNqNv2N-pY\&list=PLZsOBAyNTZwYx-7GylDo3LSYpSompzsqW\&index=3) | | | | sympy | | ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- | | sympy([s](https://www.sympy.org/en/index.html), [doc](https://docs.sympy.org/latest/index.html), [git](https://github.com/sympy/sympy), ) [v](https://www.youtube.com/playlist?list=PLsaLbFPkNd56genYTbFN1OLAqfXKosbTz) [v](https://www.youtube.com/results?search_query=Sympy) | | SymPy - Tutorial for Beginners (Python) [MCC Py Tutorials](https://www.youtube.com/watch?v=MGLFA7WjK7M) | | SymPy (Symbolic Expressions on Python) in one video \| Python # 5 [艾哈迈德·巴齐（Ahmad Bazzi)](https://www.youtube.com/watch?v=kx2GzBeGPco) | | SymPy (Symbolic Expressions on Python) \| The Linear Algebra Edition \| Python # 16 [艾哈迈德·巴齐（Ahmad Bazzi)](https://www.youtube.com/watch?v=Y-AtrKWCOQw) | | 基礎sympy教學 [張譽瀚](https://www.youtube.com/watch?v=3jTRuqtTPts\&list=PLb1dELANBqQ4J_frmBx8_Z_g9O4IkYnRc\&index=30\&t=3s) [python教學](https://www.youtube.com/playlist?list=PLb1dELANBqQ4J_frmBx8_Z_g9O4IkYnRc) | | Python sympy Module Tutorials [John Hammond](https://www.youtube.com/playlist?list=PL1H1sBF1VAKVAgoRedF-G6VHawk9d4yuz) | |

Solving Systems Of Equations Using Sympy And Numpy (Python)

Andrew Dotson

| | Sympy [Basics Abdullah](https://www.youtube.com/watch?v=NFJ0ud30mbA) | | SymPy is REVOLUTIONARY For Mathematical Tasks [NeuralNine](https://www.youtube.com/watch?v=yCuVBd4N4nY) | | | | | ------------------------------------------------------------------------------------------------------- | -------------------------------------------------------------------------------------------------------- | | Echarts和highcharts的使用 [开发者学堂](https://www.youtube.com/playlist?list=PLGmd9-PCMLhaEqkSKylI1r8YLz1HF23mu) | ECharts数据可视化项目-大屏数据可视化展示-echarts 图表制作-pink老师直播课更新完毕） [黑马前端](https://www.bilibili.com/video/BV1Ph411677c) | | NumPy | | -------------------------------------------------------------------------------------------------------------------------------------------------- | | TutorialsPoint NumPy 教程 ([书栈](https://www.bookstack.cn/books/ts-numpy-tut-zh), ) | | Python NumPy Tutorial for Beginners [freeCodeCamp](https://www.youtube.com/watch?v=QUT1VHiLmmI) | | Complete Python NumPy Tutorial (Creating Arrays, Indexing, Math, Statistics, Reshaping) [Keith Galli](https://www.youtube.com/watch?v=GB9ByFAIAH4) | | Ultimate Guide to NumPy Arrays - VERY DETAILED TUTORIAL for beginners! [Python Simplified](https://www.youtube.com/watch?v=lLRBYKwP8GQ) | | NumPy Full Python Course - Data Science Fundamentals [NeuralNine](https://www.youtube.com/watch?v=4c_mwnYdbhQ) | | NumPy Explained - Full Course (3 Hrs) [GormAnalysis](https://www.youtube.com/watch?v=eClQWW_gbFk) | | SciPy | | ------------------------------------------------------------------------------------------------------------- | | SciPy Lecture Notes 中文版（Python科学计算生态的介绍的中文翻译） ([书栈](https://www.bookstack.cn/books/scipy-lecture-notes_cn), ) | | Scipy 中文教程 [doc](https://www.wenjiangs.com/docs/scipy-docs) | | | | Pandas | | --------------------------------------------------------------------------------------------------------------------------------------------------------------- | | Pandas 官方教程 ([书栈](https://www.bookstack.cn/books/pandas-official-tut-zh), ) | | pandas 0.25.3 documentation ([书栈](https://www.bookstack.cn/books/pandas-0.25.3), ) | | Pandas for Data Analysis \| SciPy 2017 Tutorial \| Daniel Chen [Enthought](https://www.youtube.com/watch?v=oGzU688xCUs) | | Solving real-world data analysis problems with Python Pandas! (Lego dataset analysis) [Keith Galli](https://www.youtube.com/watch?v=BzQDi4D0B_M) | | Complete Python Pandas Data Science Tutorial! (Reading CSV/Excel files, Sorting, Filtering, Groupby) [Keith Galli](https://www.youtube.com/watch?v=vmEHCJofslg) | | NumPy and Pandas Tutorial \| Data Analysis With Python \| Python Tutorial for Beginners \| [Simplilearn](https://www.youtube.com/watch?v=FniLzpaSFGk) | | Pandas 教程 \| Pandas数据分析入门到实战 [蚂蚁学Python](https://www.youtube.com/playlist?list=PLCemT-oocgakOdivgnFVAgStnxd78hHyI) | | Julie Michelman - Pandas, Pipelines, and Custom Transformers [PyData](https://www.youtube.com/watch?v=BFaadIqWlAg) | | Python程序设计系列之利用Pandas处理数据 [Andrew 程序设计](https://www.youtube.com/playlist?list=PLflKlxctM6tG9Vhhpimd5Zxa6OOUJkxfR) | | Swifter Speeds Up Pandas DataFrames [NeuralNine](https://www.youtube.com/watch?v=UpZf1uIo1M4) | | 25 Nooby Pandas Coding Mistakes You Should Avoid [Medallion Data Science](https://www.youtube.com/watch?v=_gaAoJBMJ_Q) | | Make Your Pandas Code Lightning Fast [Rob Mulla](https://www.youtube.com/watch?v=SAFmrTnEHLg) | | Solving real world data science tasks with Python Pandas! [Keith Galli](https://www.youtube.com/watch?v=eMOA1pPVUc4) | | Pandas Functions [Data Independent](https://www.youtube.com/playlist?list=PLqZXAkvF1bPPaSv30r5WCfXAdWdzXl1PX) | | Pandas for Data Analysis by Example – Full Course for Beginners [freeCodeCamp](https://www.youtube.com/watch?v=gtjxAH8uaP0) | | | | sklearn | | -------------------------------------------------------------------------------------------------------- | | | | 从版本0.9（在2011年9月发布）起，scikit-learn导入路径从scikits.learn 改为 sklearn | | | | scikit-learn：Python中的机器学习 [书栈](https://www.bookstack.cn/read/scipy-lecture-notes_cn/90c085936b816f10.md) | | | | | | seaborn | | | --------------------------------------------------------------------- | - | | seaborn 0.9 中文文档 ([书栈](https://www.bookstack.cn/books/seaborn-0.9), ) | | | Edward | | | --------------------------------------------------------- | - | | Edward中文文档 ([书栈](https://www.bookstack.cn/books/Ed-cn), ) | | | **requests** | | -------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- | | **requests(**[**doc**](https://docs.python-requests.org/en/master/)**,** [**书童**](https://xugaoxiang.com/2020/11/28/python-module-requests/)**,** [**pypi**](https://pypi.org/project/requests/)**,** [**Guide**](https://realpython.com/python-requests/)**,** [**w3s**](https://www.w3schools.com/python/module_requests.asp)**, )** | | requests\_html爬虫模块 [Xiaoqiang Club](https://www.youtube.com/playlist?list=PLaURY2xI-x4sf1bq3PAm6onDczjY7QFvB) | | Requests Library in Python - Beginner Crash Course [NeuralNine](https://www.youtube.com/watch?v=Xi1F2ZMAZ7Q) | | BeautifulSoup | | | | --------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- | - | - | | **BeautifulSoup(**[**doc**](https://www.crummy.com/software/BeautifulSoup/bs4/doc/)**,** [**s**](https://www.crummy.com/software/BeautifulSoup/)**,** [**pypi**](https://pypi.org/project/beautifulsoup4/)**,** [**文档**](https://beautifulsoup.readthedocs.io/zh_CN/v4.4.0/)**,** [**v**](https://www.youtube.com/watch?v=XQgXKtPSzUI)**, )** | | | | Обучение парсингу на Python #1 \| Парсинг сайтов \| Разбираем методы библиотеки Beautifulsoup [PythonToday](https://www.youtube.com/watch?v=7hn1_t2ZtJQ) | | | | | | | | django([s](https://www.djangoproject.com), [git](https://github.com/django/django), ) django-cms([s](https://www.django-cms.org/en/), ) | | ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------ | | 麦子学院-django基础 [开发者学堂](https://www.youtube.com/playlist?list=PLGmd9-PCMLhaWVGnmOgttOGX2u_hluH8O) [Yang Liu](https://www.youtube.com/playlist?list=PLhXu26RzZZTwnn8ivqqjf1nQa_VTqIl9V) | | 麦子学院-django进阶 [开发者学堂](https://www.youtube.com/playlist?list=PLGmd9-PCMLhYVKTTPw62kegfuQqVG3KR9) [Yang Liu](https://www.youtube.com/playlist?list=PLhXu26RzZZTxDXbI1WDmjz-_KbfPIQqmP) | | django项目实战之购物系统 [开发者学堂](https://www.youtube.com/playlist?list=PLGmd9-PCMLhYLHmx9yY7sVCfxC_Q0vVPb) | | django缓存优化 [开发者学堂](https://www.youtube.com/playlist?list=PLGmd9-PCMLhYFBriAzSNFFQuTesw-abA3) | | django项目部署 [开发者学堂](https://www.youtube.com/playlist?list=PLGmd9-PCMLhaocrnv-1hbo7Emp6Vmz2i0) | | 麦子学院-项目实战-Django个人博客系统 [Yang Liu](https://www.youtube.com/playlist?list=PLhXu26RzZZTx-Vs8ljg7QVjBPY1SXRB3p) | | Python Backend Web Development Course (with Django) [freeCodeCamp](https://www.youtube.com/watch?v=jBzwzrDvZ18) | | Python Django Web Framework - Full Course for Beginners [freeCodeCamp](https://www.youtube.com/watch?v=F5mRW0jo-U4) | | Python Django and Google APIs - Project Tutorial [freeCodeCamp](https://www.youtube.com/watch?v=_vCT42vDfgw) | | E-commerce Website With Django and Vue Tutorial (Django Rest Framework) [freeCodeCamp](https://www.youtube.com/watch?v=Yg5zkd9nm6w) | | Django For Everybody - Full Python University Course [freeCodeCamp](https://www.youtube.com/watch?v=o0XbHvKxw7Y) | | Django Tutorial - Create a Digital Resume with a Python Backend [freeCodeCamp](https://www.youtube.com/watch?v=0oSsLbh_Kv4) | | \[[程序员小飞](https://www.youtube.com/watch?v=onDgK-bTvjM)]2021年Django Web基础课程90分钟完整版 | | Dinesh Joshi - Designing fast and scalable Python MicroServices with Django [PyCon SK](https://www.youtube.com/watch?v=JSEoK0pMVbc) | | Django / Tailwind Tutorial - Code a Netflix Clone [freeCodeCamp](https://www.youtube.com/watch?v=gbyYXgiSgdM) | | Learn Django by Building an Online Marketplace – Python Tutorial for Beginners [freeCodeCamp](https://www.youtube.com/watch?v=ZxMB6Njs3ck) | | Django Full Crash Course - The Professional Python Web Framework [NeuralNine](https://www.youtube.com/watch?v=u1GnZfDw5LU) | | | | Fabric | | | ------------------------------------------------------------------------------------------ | - | | Fabric教程 [开发者学堂](https://www.youtube.com/playlist?list=PLGmd9-PCMLhZSopscXi0MdYs9l3W8BnrL) | | | paramiko | | | -------------------------------------------------------------------------------------------- | - | | paramiko基础 [开发者学堂](https://www.youtube.com/playlist?list=PLGmd9-PCMLhbhvkiVKARMU1_gJ6MSzkZV) | | Python Tutorial: Datetime Module - How to work with Dates, Times, Timedeltas, and Timezones [Corey Schafer](https://www.youtube.com/watch?v=eirjjyP2qcQ) 日期与时区编程 [Shuo Chen](https://www.youtube.com/playlist?list=PL3wVcVGXqdnb-6mgLIroMOHAKh04W_f_y) muduo 网络库 [Shuo Chen](https://www.youtube.com/playlist?list=PLA416339602972A80) ### Streamlit | | | --------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- | | [s](https://streamlit.io/) [doc](https://docs.streamlit.io/) [git](https://github.com/streamlit/streamlit) [u](https://www.youtube.com/channel/UC3LD42rjj-Owtxsa6PwGU5Q) | | Qiusheng Wu [u](https://www.youtube.com/c/QiushengWu/playlists) | | Create Dashboard with Folium Map, Streamlit and Python - Full Course [Zakaria Chowdhury](https://www.youtube.com/watch?v=uXj76K9Lnqc) | | Python dashboard libraries: exploring interaction voila, dash, and streamlit [Michael Chow](https://www.youtube.com/watch?v=mZOIeOeswB0) | | Image Classification with CNN and UI with Streamlit [Thursday Content](https://www.youtube.com/watch?v=7eF-xhv1guw) | | Plotting Choropleth Maps using Python (Plotly) [Indian Pythonista](https://www.youtube.com/watch?v=aJmaw3QKMvk) | | Create Data Visualization Web App: File Upload using Streamlit [The Fullstack Ninja](https://www.youtube.com/watch?v=w2PwerViVbA) | | Deploy Streamlit app on Heroku in less than 30 mins [Bluecodes](https://www.youtube.com/watch?v=mQ7rGcE766k) | | Creating Geographic Maps with plotly express [101touchapps](https://www.youtube.com/watch?v=Oht6cf-Acl0) | | Creating Interactive Maps with Python [Auth0](https://www.youtube.com/watch?v=FdqDgoG-SFM) | | Streamlit Python Tutorials [JCharisTech](https://www.youtube.com/playlist?list=PLJ39kWiJXSixyRMcn3lrbv8xI8ZZoYNZU) | | 7Days of Streamlit Apps [JCharisTech](https://www.youtube.com/playlist?list=PLJ39kWiJXSiwBrOliP_Cgv5PBC0nHPwiV) | | Build A Beautiful Machine Learning Web App With Streamlit And Scikit-learn \| Python Tutorial [Python Engineer](https://www.youtube.com/watch?v=Klqn--Mu2pE) | | How to train test and deploy Tensorlfow model on google colab using streamlit [When Maths Meet Coding](https://www.youtube.com/watch?v=VVXkbXPFzmM) | | Streamlit Tutorials [Fanilo Andrianasolo](https://www.youtube.com/playlist?list=PLJJOI_ZUeaBphhaFWf2fotnKhF95MdI4g) | | LEARN PLOTLY - CREATING MAPS [Art of Visualization](https://www.youtube.com/watch?v=D35m2CdMhVs) | | Streamlit数据可视化 [哲学喵量化](https://www.bilibili.com/video/BV1Ph411677c) | | Python Maps with Folium [Ryan Noonan](https://www.youtube.com/watch?v=t9Ed5QyO7qY) | | Introduction to Plotly Data Visualization [Charming Data](https://www.youtube.com/watch?v=_b2KXL0wHQg) | | Python零基础学习第41课-使用streamlit6分钟完成模型部署及建立web服务器 [bigfishbird](https://www.bilibili.com/video/BV1Vv411t7u3) | | Build a TikTok Data Science App with Streamlit and Python \| Data Science Project [Nicholas Renotte](https://www.youtube.com/watch?v=E6B3uWF-V7w\&list=PLgNJO2hghbmid6heTu2Ar68CzJ344nUHy\&index=6) | | Python Maps with ipyleaflet [Ryan Noonan](https://www.youtube.com/watch?v=wjzAy_yLrdA) | | Streamlit Tutorials [Coding Is Fun](https://www.youtube.com/playlist?list=PL7QI8ORyVSCaejt2LICRQtOTwmPiwKO2n) | | Modern Machine Learning Apps with Streamlit - No HTML, CSS, JS [NeuralNine](https://www.youtube.com/watch?v=_Syn5SpWgZ0) | | | ### GeoPandas | | | | | ------------------------------------------------------------------------------------------------------------- | - | ------------------------------------------------------------------------------------------------------------------------------------------------------------------- | | An Absolute Beginner's Guide to Python GeoPandas [GeoDelta Labs](https://www.youtube.com/watch?v=t7lliJXFt8w) | | | | | | Combine Pandas + GeoPandas + Folium to Create Interactive Map - Full Tutorial on Real Example [Learn Python with Rune](https://www.youtube.com/watch?v=uWvLida5wcM) | | | | | ### 自动化 | 自动化 | | ---------------------------------------------------------------------------------------------------------------------------------------------------------------------- | | ClarityCoders [u](https://www.youtube.com/c/ClarityCoders/playlists) | | Learn Code By Gaming [u](https://www.youtube.com/c/LearnCodeByGaming) | | 自动化测试 selenium [开发者学堂](https://www.youtube.com/playlist?list=PLGmd9-PCMLhaDvcIvNPtbcAGnrU1Bx0JJ) | | Selenium + Python 软件自动化测试 [Andrew 程序设计](https://www.youtube.com/playlist?list=PLflKlxctM6tHjuFvaPovGOmk9N7pb_gY8) | | Python Tutorial: Unit Testing Your Code with the unittest Module [Corey Schafer](https://www.youtube.com/watch?v=6tNS--WetLI) | | Unit Testing for Data Scientists - Hanna [Torrence PyData](https://www.youtube.com/watch?v=Da-FL_1i6ps) | | python自动化运维+web监控系统 [开发者学堂](https://www.youtube.com/playlist?list=PLGmd9-PCMLhbHu1uI4g6Bb44gGpq2aXvJ) | | Selenium自动化测试实战 [极客时间](https://time.geekbang.org/course/intro/100055601) | | 【python】selenium 网页自动化、网路爬虫 [GrandmaCan -我阿嬤都會](https://www.youtube.com/watch?v=ximjGyZ93YQ) | | Selenium Course for Beginners - Web Scraping Bots, Browser Automation, Testing (Tutorial) [freeCodeCamp](https://www.youtube.com/watch?v=j7VZsCCnptM) | | Selenium Browser Automation in Python [NeuralNine](https://www.youtube.com/watch?v=SPM1tm2ZdK4) | | How To Hack The Google Chrome Dinosaur Game \[PYTHON] \| Only 10 Lines Of Coding \| Pyautogui \| Numpy [Know-How](https://www.youtube.com/watch?v=QAAd9KyvclY) | | How to make advanced image recognition bots using python [Kian Brose](https://www.youtube.com/watch?v=YRAIUA-Oc1Y) | | How to convert image to text using python [Kian Brose](https://www.youtube.com/watch?v=fFOdqjBnSBw) | | How I make bots using python (educational) [Kian Brose](https://www.youtube.com/watch?v=wCho_BdpdyY) | | Botting [Kian Brose](https://www.youtube.com/playlist?list=PLRD-QLdVZ6tDzMl1Uou7IrManAtZO-ldr) | | Making a Simon Says Bot with [Python](https://www.youtube.com/watch?v=roW2Fu4IjeA) | | Automating With Python - Tutorial [freeCodeCamp](https://www.youtube.com/watch?v=s8XjEuplx_U) | | pixeldev [u](https://www.youtube.com/channel/UCPL6vblDDW2pcE5a-P0LesQ/playlists) [Pyautogui](https://www.youtube.com/playlist?list=PLsaLbFPkNd547w3MQz5Z3Fx8O7qkNSdwr) | | 用pyautogui做个解压神器(python 编程)--make a game bot by pyautogui [T\&W 电脑帮](https://www.youtube.com/watch?v=2Pm1O0J5Sz8) | | Al Sweigart, "Automating Your Browser and Desktop Apps", PyBay2016 [SF Python](https://www.youtube.com/watch?v=dZLyfbSQPXI) | | Python Automation Tutorial – How to Automate Tasks for Beginners \[Full Course] [freeCodeCamp](https://www.youtube.com/watch?v=s8XjEuplx_U) | | Gaze controlled keyboard with Opencv and Python [Pysource](https://www.youtube.com/playlist?list=PL6Yc5OUgcoTlvHb5OfFLUJ90ofBuoU5g8) | | Unit Testing in Python with pytest [Indian Pythonista](https://www.youtube.com/playlist?list=PLyb_C2HpOQSBWGekd7PfhHnb9GnqDgrxS) | | Automate with Python – Full Course for Beginners [freeCodeCamp](https://www.youtube.com/watch?v=PXMJ6FS7llk) | | \[Tutorialsplanet.NET] Udemy - Automate the Boring Stuff with Python Programming | | 零基础Python+办公自动化(Word+Powerpoint+Excel) [知识资源世界(KnowledgeWorld)](https://www.youtube.com/playlist?list=PLoEWjLHPG6Z5kDl6GeI7CyjmQO4O8edHW) | | | | | | | | Automa | | | | --------------------------------------------------------------------------------- | - | - | | [s](https://www.automa.site/) [git](https://github.com/AutomaApp/automa) | | | | Automa 是用于浏览器自动化的浏览器扩展 [小明1994](https://www.douyin.com/video/7145715385973755143) | | | | | | | {% tabs %} {% tab title="pyautogui" %} 详解Python中pyautogui库的最全使用方法 [s](https://www.jb51.net/article/183926.htm) {% endtab %} {% tab title="AutoPy" %} AutoPy [doc](https://www.autopy.org/documentation/api-reference/index.html) [pypi](https://pypi.org/project/autopy/) [git](https://github.com/mgregson/autopy) [s](https://www.autopy.org/) Python游戏辅助基础之AutoPy [s](https://blog.csdn.net/weixin_49396117/article/details/107358905) {% endtab %} {% endtabs %} [All Top 40 Python Libraries EXPLAINED in 20 minutes](https://www.youtube.com/watch?v=-29x_deQQus) ## **GUI** | | | | ------------------------------------------------------------------------------------------------------------------------------------------------------------------------ | -------------------------------------------------------------------------------------------- | | **wxPython(**[**v**](https://www.youtube.com/watch?v=Hjg_qHPZ1-Q)**, )** | **PyDracula(**[**v**](https://www.youtube.com/watch?v=9DnaHg4M_AM)**, )** | | **Wanderson(**[**u**](https://www.youtube.com/c/WandersonIsMe/featured)**,** [**list**](https://www.youtube.com/playlist?list=PLfQ7GQSrl0_t0hkgOk_Wxdjx9v2vjKfu9)**, )** | **Dear PyGui(**[**v**](https://www.youtube.com/watch?v=2RocXKPPx4o)**, )** | | **Tkinter(**[**v**](https://www.youtube.com/watch?v=itRLRfuL_PQ)**, )** | **collections(**[**b**](https://blog.csdn.net/abc_12366/article/details/80447228)**, )** | | Qt([u](https://www.youtube.com/c/QtStudios/featured), ) [wiki](https://wiki.qt.io/Qt_for_Python) | Alan D Moore Codes([u](https://www.youtube.com/channel/UCj7i-mmOjLV17YTPIrCPkog/featured), ) | | | pygtk | | up | | | -------------------------------------------------------------------------------------------------------- | - | | **Alan D Moore Codes(**[**u**](https://www.youtube.com/channel/UCj7i-mmOjLV17YTPIrCPkog/featured)**, )** | | | 视频 | | --------------------------------------------------------------------------------------------------------------------------------------------------------- | | [Tkinter vs. PyQt: Which Python GUI framework is right for you?](https://www.youtube.com/watch?v=Dby5jRoENlI) Alan D Moore Codes | | | | 写个桌面挂件 \| 手把手带大家做只桌面宠物呗 [s](https://mp.weixin.qq.com/s/4kOzdRXmrxzR88QcYYSFvQ) [s](https://www.zhihu.com/question/35851198) | | Python GUI - Eel [Proladon](https://www.youtube.com/playlist?list=PLSCgthA1AnieCi1FfNibjYWkLWIPi92Yu) ChrisKnott/[Eel](https://github.com/ChrisKnott/Eel) | | Python GUI - Tkinter [Proladon](https://www.youtube.com/playlist?list=PLSCgthA1Anie_vHuCOt3hCXN6HIl8Ph8u) | | GUI Apps Simplified [Python Simplified](https://www.youtube.com/playlist?list=PLqXS1b2lRpYRVrpyN19e3vzLZfFoPLTRL) | | Prox Softwares [Proxlight](https://www.youtube.com/playlist?list=PLi3fckH40FL5zHR-80J__tgmCe0-Jx_nm) | | Convert GUI App to Real Program - Python to exe to setup wizard [Python Simplified](https://www.youtube.com/watch?v=p3tSLatmGvU) | | | | Tkinter | | -------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- | | tk [doc](https://docs.python.org/zh-cn/3/library/tk.html) tkinter [doc](https://docs.python.org/zh-cn/3/library/tkinter.html) | | Pil and Tkinter [PythonProgrammi](https://www.youtube.com/playlist?list=PL_38rYkBIiiWOWaehEWm-wZsvPHVNjYxn) | | 麦子学院-Tkinter桌面编程 [Yang Liu](https://www.youtube.com/playlist?list=PLhXu26RzZZTwxB1Et8QjNz0XVZ7kvgvZ4) | | 麦子学院-项目-Python开发跨平台的记事本 [网课知识大全](https://www.youtube.com/playlist?list=PLhXu26RzZZTxsRLmmTjXa1hO45PpnQcBM) | | Awesome Python Tkinter GUI drag & drop builder! Pygubu [Coding Zoe](https://www.youtube.com/watch?v=CS3_uVTUaII) | | Desktop GUI App With Python & Tkinter [Traversy Media](https://www.youtube.com/watch?v=ELkaEpN29PU) [list](https://www.youtube.com/playlist?list=PLillGF-RfqbbJYRaNqeUzAb7QY-IqBKRx) | | tkinter 窗口可视化你的 python 程序 GUI 教学 学习教程 [莫烦Python](https://www.youtube.com/playlist?list=PLXO45tsB95cJU56K4EtkG0YNGBZCuDwAH) | | Python Tkinter GUI 🐍【𝙁𝙧𝙚𝙚】 [Bro Code](https://www.youtube.com/watch?v=TuLxsvK4svQ) | | GUIs with Tkinter (intermediate) [sentdex](https://www.youtube.com/playlist?list=PLQVvvaa0QuDclKx-QpC9wntnURXVJqLyk) | | Tkinter Course - Create Graphic User Interfaces in Python Tutorial [freeCodeCamp](https://www.youtube.com/watch?v=YXPyB4XeYLA) | | The ultimate introduction to modern GUIs in Python \[ with tkinter ] [Clear Code](https://www.youtube.com/watch?v=mop6g-c5HEY) 18:23:18 | | Python Tkinter GUI Design Using ttkbootstrap - Complete Course [freeCodeCamp](https://www.youtube.com/watch?v=0tM-l_ZsxjU) 3:23:57 | | How to draw on a canvas or image in Tkinter using the mouse [pycad](https://www.youtube.com/watch?v=4ehHuDDH-uc) | | Tkinter Basics [Alan D Moore Codes](https://www.youtube.com/playlist?list=PLXlKT56RD3kBUYQiG_jrAMOtm_SfPLvwR) | | Python GUI's With TKinter [Codemy.com](https://www.youtube.com/playlist?list=PLCC34OHNcOtoC6GglhF3ncJ5rLwQrLGnV) | | How to Program a GUI Application (with Python Tkinter)! [Keith Galli](https://www.youtube.com/watch?v=D8-snVfekto) | | tkinter 窗口可视化你的 python 程序 GUI 教学 学习教程 [莫烦Python](https://www.youtube.com/playlist?list=PLXO45tsB95cJU56K4EtkG0YNGBZCuDwAH) | | Build a desktop app with Python [Harika bv](https://medium.com/@harikabv/build-a-desktop-app-with-python-521e37c75517) | |

How To Create A Desktop Application Using Python And Tkinter

Mohammed El Amine Mokhtari

| | Build a Weather app with Python and Tkinter [DevUpskill net](https://www.youtube.com/watch?v=7JoMTQgdxg0) | | Create GUI App with Tkinter and SQLite - Step by Step Python Tutorial for Beginners [Python Simplified](https://www.youtube.com/watch?v=5qOnzF7RsNA) | | Tkinter Beginner Course - Python GUI Development [NeuralNine](https://www.youtube.com/watch?v=ibf5cx221hk) | | Tkinter Python [egoroff\_channel](https://www.youtube.com/playlist?list=PLQAt0m1f9OHsd6U5okp1XLoYyQR0oBjMM) | | Tkinter Keyboard Tutorial [World of Python](https://www.youtube.com/playlist?list=PL455mfbkn3PnL4IYFtuxp_pxR082aIplS) | | Python GUI keyboard events ⌨️ [Bro Code](https://www.youtube.com/watch?v=Afq9NYuwk2k) | | | ### PyQt | PyQt | | -------------------------------------------------------------------------------------------------------------------------------------------- | | PyQt5 Tutorial - Setup and a Basic GUI Application [Tech With Tim](https://www.youtube.com/playlist?list=PLzMcBGfZo4-lB8MZfHPLTEHO9zJDDLpYj) | | PyQt5 Python 3 Tutorial [Tech With Tim](https://www.youtube.com/playlist?list=PLzMcBGfZo4-lB8MZfHPLTEHO9zJDDLpYj) | | PyQt6 Course For Beginners \[Python GUI Framework PyQt ]\([Parwiz Forogh](https://www.youtube.com/watch?v=ot94H3-d5d8))3:09:19 | | 使用pyqt开发windows gui程序及打包 [开发者学堂](https://www.youtube.com/playlist?list=PLGmd9-PCMLhbW50iZMfhgQB6gu9eHnU6O) | | PyQt5 Programming [Alan D Moore Codes](https://www.youtube.com/playlist?list=PLXlKT56RD3kBu2Wk6ajCTyBMkPIGx7O37) | | Master PyQt5 [Alan D Moore Codes](https://www.youtube.com/playlist?list=PLXlKT56RD3kAingA-ByP0B2O97M_QVaLZ) | | PyQt5 GUI Thursdays [Codemy.com](https://www.youtube.com/playlist?list=PLCC34OHNcOtpmCA8s_dpPMvQLyHbvxocY) | | PyQt5视频教程 [PyQt5视频教程](https://www.xdbcb8.com/archives/3655.html) | | Python GUI Development Using PySide6 and Qt – Tutorial [freeCodeCamp](https://www.youtube.com/watch?v=Z1N9JzNax2k) | | \[Tutorialsplanet.NET] Udemy - Qt 5 Design Patterns | | UIs with Python – Use PyQt5 to Create a Music Player [freeCodeCamp](https://www.youtube.com/watch?v=DjutoyfCl2c) | #### kivi | | | --------------------------------------------------------------------------------------------------------------- | | Kivy Tutorials Python [Tech With Tim](https://www.youtube.com/playlist?list=PLzMcBGfZo4-kSJVMyYeOQ8CXJ3z1k7gHn) | | Kivy Course - Create Python Games and Mobile Apps [freeCodeCamp](https://www.youtube.com/watch?v=l8Imtec4ReQ) | | | | PySimpleGUI | | ---------------------------------------------------------------------------------------------------------------------------------------------- | | The ultimate introduction to simple Python GUIs \[ create 10 apps with PySimpleGUI ] [Clear Code](https://www.youtube.com/watch?v=QeMaWQZllhg) | | Creating 10 Apps in Python \[ with PySimpleGui ] [Clear Code](https://www.youtube.com/watch?v=kQ8DGP9p2LY) 4:24:42 | | Python GUI Development With PySimpleGUI [Real Python](https://www.youtube.com/watch?v=-_z2RPAH0Qk) | | | | book | | | ---------------------------------------------------------------------------------- | - | | GTK+3 参考手册 ([书栈](https://www.bookstack.cn/books/GTK-3-Chinese-Reference-Manual), ) | | ## VSCode | | | --------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- | | microsoft/[vscode](https://github.com/microsoft/vscode) [updates](https://code.visualstudio.com/updates/) | | Visual Studio Code Extensions to Improve Your Productivity [freeCodeCamp](https://www.youtube.com/watch?v=g1vy03ZY5mM) | | VS Code Tutorial – Become More Productive [freeCodeCamp](https://www.youtube.com/watch?v=heXQnM99oAI) | | **Visual Studio Code(**[**u**](https://www.youtube.com/c/Code/featured)**,** [**site**](https://code.visualstudio.com)**,** [**new version**](https://code.visualstudio.com/updates)**,** [**docs**](https://code.visualstudio.com/docs)**,** [**Settings Sync**](https://code.visualstudio.com/docs/editor/settings-sync)**, )** | | Bill Raymond([u](https://www.youtube.com/c/WilliamRaymondPM/featured), ) | | Code 2020([u](https://www.youtube.com/c/Code2020/playlists), [s](https://code2020.dev), ) | | Visual Studio Code on Linux [s](https://code.visualstudio.com/docs/setup/linux) | | Microsoft Visual Studio [u](https://www.youtube.com/c/visualstudio/videos) | | VSCode Remote SSH - Linux VM Inside VMWare [SciTech Enthusiast](https://www.youtube.com/watch?v=w8KJHY3Rplc) | | Best VS Code Extensions I Wish I Knew Before　[Lama Dev](https://www.youtube.com/watch?v=ZqW8JT1gt4U) | | Note taking inside of VS Code [Visual Studio Code](https://www.youtube.com/watch?v=dW6m4_O0qvQ) | | Powerful VSCode Tips And Tricks For Python Development And Design [ArjanCodes](https://www.youtube.com/watch?v=fj2tuTIcUys) | | Building your own VS Code theme [Visual Studio Code](https://www.youtube.com/watch?v=FeApSxfazVg) | | 開開心心學 Visual Studio Code [. GUTS](https://www.youtube.com/playlist?list=PL6S9AqLQkFpph4LOfSjtD-s4WB3pNh5M3) | | 玩转VS Code [知乎专栏](https://www.zhihu.com/column/vs-code) | | 20 個 VSCode 開發小技巧，讓你 Coding 三倍速！[六角學院](https://www.youtube.com/watch?v=LOjUnXk_TNU) | | Visual Studio Code 2022 \| Web Dev Setup \| Top Extensions, Themes, Settings, Tips & Tricks [codeSTACKr](https://www.youtube.com/watch?v=fJEbVCrEMSE) | | VSCodium -- Visual Studio Code without the Microsoft [Gamefromscratch](https://www.youtube.com/watch?v=rSPpf1zjHG4) | | remote-ssh [v](https://www.youtube.com/watch?v=UIAj8zy1kio) 2:15 | | CS50P - Visual Studio Code for [CS50](https://www.youtube.com/watch?v=Oi1lvJS4uS8) | | Don't Use a Mouse Anymore! VSCode Shortcuts Tips and Tricks [Lama Dev](https://www.youtube.com/watch?v=jsZoR1kkq6s) | | 在 Windows 里安装 Manim，数学动画编程 Manim 入门 [程序猿Shawn](https://www.douyin.com/user/MS4wLjABAAAAJzVzj4eIT-eSSuLMW2ymRioDekx3sZbwqHRz5jdMr8Y?modal_id=7068352594149641511) [blibili](https://www.bilibili.com/video/BV1ZY41137xD) | | Visual Studio Code Tutorial \| Introduction to VS Code \| Basics in 8 Minutes [Max Teaches Tech](https://www.youtube.com/watch?v=phzQMwFXMEo) | | VS Code入门教程2020 [VSCode Cool](https://www.youtube.com/playlist?list=PLNEp_Xli9W_lUQTtRYG7883bGah63UkNB) | | | | | | | [VSCode's Python Interactive mode is AMAZING!](https://www.youtube.com/watch?v=lwN4-W1WR84\&t=307s) [How to disable telemetry reporting](https://code.visualstudio.com/docs/supporting/faq#_how-to-disable-telemetry-reporting) [Microsoft Privacy Statement](https://privacy.microsoft.com/en-us/privacystatement) [Visual Studio Code on Linux](https://code.visualstudio.com/docs/setup/linux#_visual-studio-code-is-unable-to-watch-for-file-changes-in-this-large-workspace-error-enospc) [VS Code 从入门到进阶](https://www.zhihu.com/lives/1124809477068849152) [「VS Code」Visual Studio Code 教程：从入门到精通](https://blog.csdn.net/maokelong95/article/details/88805589) 中文版 Awesome VS Code([git](https://github.com/formulahendry/awesome-vscode-cn), ) [极客时间](https://time.geekbang.org/search?q=vs%20code\&category=) [玩转VS Code](https://www.itspxx.com/thread-1934-1-1.html) 10个好用的VS Code插件([ch](https://time.geekbang.org/column/article/190349), [en](https://betterprogramming.pub/10-extremely-helpful-visual-studio-code-plugins-for-programmers-c8520a3dc4b8)) 程序员必备开发工具 [v](https://www.douyin.com/video/7008862105457773837) vscode 小插件 [v](https://www.douyin.com/video/7008898156960222503) GitHub Student Developer Pack [s](https://code.visualstudio.com/learn/students/github-pack) End to End App Development Using Visual Studio Code Microsoft Reactor [v](https://www.youtube.com/watch?v=Myc1T4n6wn0) Visual Studio Code 中的 GitHub 简介 [s](https://docs.microsoft.com/zh-cn/learn/modules/introduction-to-github-visual-studio-code/) [VSCode Tutorial For Beginners - Getting Started With VSCode](https://www.youtube.com/watch?v=ORrELERGIHs) 22:56 [VS Code Top-Ten Pro Tips](https://www.youtube.com/watch?v=u21W_tfPVrY) [I Don't Need Postman Anymore!! I Use VS Code Instead...](https://www.youtube.com/watch?v=AbCTlemwZ1k) | | | ----------------------------------------------------------------------------------------------------------------------------------------------- | | [Top 10 Best VS Code Extensions (2020)](https://www.youtube.com/watch?v=c5GAS_PMXDs) | | The 5 Best VSCode Extensions [Tech With Tim](https://www.youtube.com/watch?v=jQXtpwsWRas) | | [VSCode Tutorial For Beginners - Getting Started With VSCode](https://www.youtube.com/watch?v=ORrELERGIHs) | | [Visual Studio Code (Windows) - Setting up a Python Development Environment and Complete Overview](https://www.youtube.com/watch?v=-nh9rCzPJ20) | | [How to Code a VSCode Extension](https://www.youtube.com/watch?v=a5DX5pQ9p5M) Ben Awad | | Don't Use the Sidebar in VS Code!! [James Q Quick](https://www.youtube.com/watch?v=s3H6PmB4SZ4) | | Visual Studio Code [James Q Quick](https://www.youtube.com/playlist?list=PLDlWc9AfQBfZneYg7_KNOwCjy-AcJmtHb) | | VSCode [Web Dev Simplified](https://www.youtube.com/playlist?list=PLZlA0Gpn_vH-ty-HpSPuC3B6evk9NP1dw) | | Visual Studio Code Crash Course 1:32:34 [freeCodeCamp](https://www.youtube.com/watch?v=WPqXP_kLzpo) | | 25 VS Code Productivity Tips and Speed Hacks [Fireship](https://www.youtube.com/watch?v=ifTF3ags0XI) | | Bye Bye VSCode! What i use now is INSANE! [Code with Ania Kubów](https://www.youtube.com/watch?v=idv3VBcbnJk) | | | | | ------------------------------------------------------------------------------------- | - | | Microsoft Visual Studio [u](https://www.youtube.com/channel/UChqrDOwARrxdJF-ykAptc7w) | | | | | | ------------------------------------------------------------------------------------------ | - | | **VSCode源码分析 (**[**书栈**](https://www.bookstack.cn/books/VSCode-sourcecode-analysis)**, )** | | ## Idea | | | | ------------------------------------------------- | ------------------------------------------------------------------------------------ | | AceJump [git](https://github.com/acejump/AceJump) | JetBrains/intellij-community [git](https://github.com/JetBrains/intellij-community/) | | [down](https://www.jetbrains.com/idea/download) | JetBrainsTV [u](https://www.youtube.com/user/JetBrainsTV) | | | | ---------------------------------------------------------------------------------------------------------------------------- | | DataSpell: A Brand New IDE for Data Scientists Using Python and R [JetBrainsTV](https://www.youtube.com/watch?v=iaKX-W3Rj9M) | | 微软vscode强劲对手JetBrains Fleet　[后盾人](https://www.douyin.com/video/7036281172262915336) | | IntelliJ IDEA 13试用手记 [blog](https://www.cnblogs.com/yjmyzz/p/intellij-idea-13-getting-started.html) | | IntelliJ IDEA \| Full Course \| 2020 [Amigoscode](https://www.youtube.com/watch?v=yefmcX57Eyg) | | JetBrains 下一代编辑器 Fleet 初探 [小刘不是程序员](https://www.douyin.com/video/7156785102700203267) | ## PyCharm | | | ----------------------------------------------------------------------------------------------------------------------------------------------- | | PyCharm Version Control w/ Git & GitHub \| Basics in 12 Minutes \| Updated 2022 [Max teaches Tech](https://www.youtube.com/watch?v=8ZEssR8VTKo) | | PyCharm Tutorials [Max teaches Tech](https://www.youtube.com/playlist?list=PL30AETbxgR-dKTR0wBfkQw9mywvkCi3q_) | | PyCharm Tutorial [World of Python](https://www.youtube.com/playlist?list=PL455mfbkn3PmrkrIJ9oQPpg8fIktGaL99) | | 配置pycharm+wsl的开发环境 [藕丝空间](https://www.youtube.com/watch?v=LHseJntr_1k) | | | | | ## Lapce | | | | | ----------------------------------------------------------------------------------------------- | - | - | | Lapce - Powerful New Code Editor [Gamefromscratch](https://www.youtube.com/watch?v=_52ZUg-QmW0) | | | | | | | | | | | ## Eclipse | | | | | - | - | - | | | | | | | | | | | | | ## Emacs | | | | | - | - | - | | | | | | | | | | | | | ## XCode | | | | | - | - | - | | | | | | | | | | | | | ## 高性能计算 | | | | ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- | ----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- | | **Cython(**[**s**](https://cython.org)**,** [**v**](https://www.youtube.com/watch?v=8DuyATDaIdM)**,** [**git**](https://github.com/python/cpython)**,** [**doc**](https://cython.readthedocs.io/en/latest/src/tutorial/cython_tutorial.html)**, 文档(**[**s**](https://cython.apachecn.org)**,** [**git**](https://github.com/apachecn/cython-doc-zh)**, ),** [**书栈**](https://www.bookstack.cn/read/cython-doc-zh/README.md)**, )** | **PyPy(**[**s**](https://www.pypy.org)**,** [**书栈**](https://www.bookstack.cn/books/pypy)**, )** | | **pybind11(**[**doc**](https://pybind11.readthedocs.io/en/stable/index.html)**, )** | **eigen(**[**s**](https://eigen.tuxfamily.org)**,** [**doc**](https://eigen.tuxfamily.org/dox/)**,** [**intro**](https://eigen.tuxfamily.org/dox/TopicInsideEigenExample.html)**, )** | | **eigency(**[**pypi**](https://pypi.org/project/eigency/)**,** [**git**](https://github.com/wouterboomsma/eigency)**, )** | Python高性能.第2版.[pdf](https://yun.weicheng.men/Book/Python%E9%AB%98%E6%80%A7%E8%83%BD.%E7%AC%AC2%E7%89%88.pdf) | | 深入理解并行编程.[pdf](http://ifeve.com/wp-content/uploads/2013/05/%E6%B7%B1%E5%85%A5%E7%90%86%E8%A7%A3%E5%B9%B6%E8%A1%8C%E7%BC%96%E7%A8%8BV1.0.pdf) | 《Python Cookbook》第三版 [s](https://python3-cookbook.readthedocs.io/zh_CN/latest/) [git](https://github.com/yidao620c/python3-cookbook) [bdy](https://pan.baidu.com/s/1pL1cI9d?_at_=1651003901306) [pdf](http://blog.songqingbo.cn/pdf/python/PythonCookbook%E7%AC%AC%E4%B8%89%E7%89%88%E4%B8%AD%E6%96%87.pdf) | | 高性能计算 抖音号：[80021144](https://www.douyin.com/user/MS4wLjABAAAA9WldKT8jiP_-0LjnwjIgUuPABfMA7ke-8rj1gKZQ6qg) | | ARCHER High Performance Computing Service [u](https://www.youtube.com/channel/UCTxEcvOVT_Jd3iBC_kF_UqQ/playlists) | Numba | | ------------------------------------------------------------------------------------------------------------------------- | | | | High-Performance Computing with Python: [Numba and GPUs](https://www.youtube.com/watch?v=NQr3p7NWIq4) 25:27 | | Christoph Deil - [Understanding Numba](https://www.youtube.com/watch?v=UaFSnaYh2b8) - the Python and Numpy compiler 30:28 | | How to Accelerate an Existing Codebase with [Numba](https://www.youtube.com/watch?v=-4tD8kNHdXs) \| SciPy 2019 30:30 | | | | | | | | Fun Python [Albert's Code Lab](https://www.youtube.com/playlist?list=PLwY2GJhAPWRev5Z6uWcOB7JlSKh5vp6gU) | | Learn CPython by Breaking It [Coding Tech](https://www.youtube.com/watch?v=CRuXP2jvJ8U) | | | ### Dask | | | ----------------------------------------------------------------------------------------------------------------------------- | | Dask [u](https://www.youtube.com/@Dask-dev) | | Dask 是一个开源库，旨在为现有Python 堆栈提供并行性。 Dask 与Python 库（如NumPy 数组、Pandas DataFrame 和scikit-learn）集成，无需学习新的库或语言，即可跨多个核心、处理器和计算机实现并行执行。 | | 什么是 DASK？为何 DASK 在应用 GPU 后表现更出色 [思腾合力](https://zhuanlan.zhihu.com/p/524958592) | ### CuPy | CuPy | | ----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- | | **CuPy(**[**s**](https://cupy.dev)**,** [**s2**](https://www.preferred.jp/en/projects/cupy/)**,** [**doc**](https://docs.cupy.dev/en/stable/)**,** [**v**](https://cupy.dev/#videos)**,** [**pypi**](https://pypi.org/project/cupy/)**,** [**git**](https://github.com/cupy/cupy)**,** [**知乎**](https://zhuanlan.zhihu.com/p/80355569)**,** [**Guide**](https://docs.cupy.dev/en/stable/user_guide/index.html)**,** [**API**](https://docs.cupy.dev/en/stable/reference/index.html)**,** [**examples**](https://github.com/cupy/cupy/tree/master/examples)**, )** | | CuPy A NumPy compatible Library for the GPU - [Sean Farley](https://www.youtube.com/watch?v=_AKDqw6li58) | | **CuPy: A NumPy Compatible Library for High Performance Computing with GPU \|** [**SciPy 2019**](https://www.youtube.com/watch?v=GjJRNMTA53s\&t=112s) **\|** | | CuPy: A Numpy-compatible Library for HPC with GPU \| Masayuki Takagi \| [**SciPy Japan 2020**](https://www.youtube.com/watch?v=xG1nz3R8H7I) | | Valentin Haenel: Create CUDA kernels from Python using Numba and CuPy \| [PyData](https://www.youtube.com/watch?v=CQDsT81GyS8) Amsterdam 2019 | | William Horton - CUDA in your Python: Effective Parallel Programming on the GPU - [PyCon 2019](https://www.youtube.com/watch?v=iw8RU4m4Dlo) | ### 线程 进程 | | | ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------ | | Parallel Programming in Python [Indian Pythonista](https://www.youtube.com/playlist?list=PLyb_C2HpOQSBsEsIVAfYOZT5083L70l_b) | | Python并行编程 [中文版](https://python-parallel-programmning-cookbook.readthedocs.io/zh_CN/latest/) | | **【2021最新版】Python 并发编程实战，用多线程、多进程、多协程加速程序运行(**[**B**](https://www.bilibili.com/video/BV1bK411A7tV?p=3\&spm_id_from=pageDriver)**,** [**git**](https://github.com/peiss/ant-learn-python-concurrent)**,** [**aqy**](https://www.iqiyi.com/v_vj8wqlhe84.html)**, )** | | \[Python Concurrent programming ] Python 并发编程实战 [蚂蚁学Python](https://www.youtube.com/playlist?list=PLCemT-oocganLyOGNbzH9YdaSbZEALXmJ) | | Python高级编程和异步IO并发编程 [优质VIP电影、视频 搬运工〈订阅更新〉](https://www.youtube.com/playlist?list=PLU2LfDuZos-pwZBCLXKhva80nPZgRGYff) | | Locking & Synchronizing Threads in Python [NeuralNine](https://www.youtube.com/watch?v=MbFSuk8yyjY) | | Multiprocessing in Python [NeuralNine](https://www.youtube.com/watch?v=GT10PnUFLlE) | | Why is Python So Slow & Does it Matter? [NeuralNine](https://www.youtube.com/watch?v=bC428xPW1H8) | | Threading Tutorial #1 - Concurrency, Threading and Parallelism Explained([Tech With Tim](https://www.youtube.com/watch?v=olYdb0DdGtM)) | | Threading Tutorial #2 - Implementing Threading in Python 3 (Examples)([Tech With Tim](https://www.youtube.com/watch?v=cdPZ1pJACMI)) | | Python Multithreading Tutorial #1 - What is a Thread? [Tech With Tim](https://www.youtube.com/watch?v=GFfMuyNUnDs) | | Let's Learn Python #22 - Multithreading [Trevor Payne](https://www.youtube.com/watch?v=i1SW4q9yUEs) | | Python multithreading [Bro Code](https://www.youtube.com/watch?v=3dEPY3HiPtI) | | Python Threading Tutorial: Run Code Concurrently Using the Threading Module [Corey Schafer](https://www.youtube.com/watch?v=IEEhzQoKtQU) | | Python Multiprocessing Tutorial: Run Code in Parallel Using the Multiprocessing Module [Corey Schafer](https://www.youtube.com/watch?v=fKl2JW_qrso) | | 浅析Python多线程与多进程的使用 汪尊 [Leonardo Zhou](https://www.youtube.com/watch?v=K8T-MiNQlbI) | | Python多线程实战！ [麦叔编程](https://www.youtube.com/watch?v=MNV5oLZRanA) | | 【操作系统】进程和线程的区别 [从0开始数](https://www.youtube.com/watch?v=e3JQOgKw9BA) | | 花花酱 线程与进程 并行计算1 - CS大讲堂 EP1 [Hua Hua](https://www.youtube.com/watch?v=prFEyaUEAMM\&list=PLLuMmzMTgVK7XfFadhkPuF_ztvhxbriDr\&index=16) | | 为什么我们需要使用多线程？ - 花花酱 CS大讲堂 EP2 [Hua Hua](https://www.youtube.com/watch?v=x1xNUZ4OysA\&list=PLLuMmzMTgVK7XfFadhkPuF_ztvhxbriDr\&index=15) | | Unlocking your CPU cores in Python (multiprocessing) [mCoding](https://www.youtube.com/watch?v=X7vBbelRXn0) | | | | | | | | subprocess | | --------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- | | 60天Python零基础入门（32-1/60）：subprocess模块 [学点编程吧](https://www.youtube.com/watch?v=L4nGUkzzLj0) | | 60天Python零基础入门（32-2/60）：subprocess模块 [学点编程吧](https://www.youtube.com/watch?v=UcmHBJMkbZs) | | 3 12 subprocess模块 [千锋教育](https://www.youtube.com/watch?v=XvEePza_CW4) | | Python Tutorial: Calling External Commands Using the Subprocess Module [Corey Schafer](https://www.youtube.com/watch?v=2Fp1N6dof0Y\&list=PL-osiE80TeTt2d9bfVyTiXJA-UTHn6WwU\&index=122) | ### Cython Speed Up Your Code With Cython [NeuralNine](https://www.youtube.com/watch?v=Ic1oE6SEOBs) cpython, pypy, jython, rustpython这些都是什么鬼 [码农高天](https://www.bilibili.com/video/BV1er4y1B7Un) ### Asyncio | Asyncio | | --------------------------------------------------------------------------------------------------------------------------------------------------------------- | | Python Asynchronous Programming - AsyncIO & Async/Await([Tech With Tim](https://www.youtube.com/watch?v=t5Bo1Je9EmE\&list=TLPQMDMwNTIwMjFWurBhFKL2-Q\&index=7)) | | Asyncio - Asynchronous programming with coroutines([sentdex](https://www.youtube.com/watch?v=BI0asZuqFXM)) | | Python tricks: Demystifying async, await, and asyncio([Sebastiaan Mathôt](https://www.youtube.com/watch?v=tSLDcRkgTsY)) | | Asyncio: Understanding Async / Await in Python [Coding Tech](https://www.youtube.com/watch?v=bs9tlDFWWdQ) | | #4.2 加速爬虫: 异步加载 Asyncio (爬虫 scraping 基础 Python) [莫烦Python](https://www.youtube.com/watch?v=Wa2K7sB7BZE) | | Async Await try-catch hell [Fireship](https://www.youtube.com/watch?v=ITogH7lJTyE) | | 为什么要使用 async/await ？[技术小哥](http://www.frontendjs.com/article/60b4a3c1e95ae603076e44b6) | | | | | | | | ----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- | | | | High Performance Computing /Parallel Computing [5 Minutes Engineering](https://www.youtube.com/playlist?list=PLYwpaL_SFmcA1eJbqwvjKgsnT321hXRGx) | | Cmu parallel computing [Ren Li](https://www.youtube.com/playlist?list=PLNLtnx4C42YH2bJ-q1Fiv0fkHcRu-Sz2o) | | Stanford CME 213: Introduction to Parallel Computing using MPI, openMP, and CUDA Winter 2020 [Eric Darve](https://www.youtube.com/playlist?list=PLAtMgFDMfGy2mysjPHN_d1cf9sR1muRkq) | | | | [PyCon 2015 - Python's Infamous GIL by Larry Hastings](https://www.youtube.com/watch?v=KVKufdTphKs) | | How Fast is Python's Sort? Performance Test.([mCoding](https://www.youtube.com/watch?v=ybh0GttfM8o\&t=299s)) | | 22 并行计算([网课慕课](https://www.youtube.com/watch?v=9uyK1CJWA3c)) | | 高并发系统设计40问 [极客时间](https://time.geekbang.org/column/intro/100035801) | | Python Multiprocessing Tutorial: Run Code in Parallel Using the Multiprocessing Module [Corey Schafer](https://www.youtube.com/watch?v=fKl2JW_qrso) | | Python Threading Tutorial: Run Code Concurrently Using the Threading Module [Corey Schafer](https://www.youtube.com/watch?v=IEEhzQoKtQU) | | Computer Science - Parallel Computing [nptelhrd](https://www.youtube.com/playlist?list=PLbMVogVj5nJQRvzENlvMKA9q70ScSRZBQ) | {% file src="/files/-MYp2yXiuC5dUGy22Dwy" %} Python高性能编程 {% endfile %} ## app | | | | -------------------------------------------------------------------------------------------------------------- | ------------------------------------------------------------------------------------------------------------------------------------------------------------------------ | | **kivy(**[**s**](https://kivy.org)**, )** | | | **Kivy Tutorial(**[**uList**](https://www.youtube.com/playlist?list=PLhTjy8cBISEpobkPwLm71p5YNBzPH9m9V)**, )** | **Kivy Intro(**[**u**](https://www.youtube.com/watch?v=FjwD0SOGQ1k)**,** [**blog**](https://pythonprogramming.net/introduction-kivy-application-python-tutorial/)**, )** | | | | ------------------------------------------------------------------------------------------------------------------------------- | | [**Kivy Course - Create Python Games and Mobile Apps**](https://www.youtube.com/watch?v=l8Imtec4ReQ) freeCodeCamp | | Kivy - Mobile and Desktop App Dev w/ Python [sentdex](https://www.youtube.com/playlist?list=PLQVvvaa0QuDfwnDTZWw8H3hN_VRQfq8rF) | | **Python App development(**[**uList**](https://www.youtube.com/playlist?list=PLoCOfLpxN8_U4t2NBaefPqaOHPE-f1Wbw)**, )** | | Kivy自学笔记 [Xiaoqiang Club](https://www.youtube.com/playlist?list=PLaURY2xI-x4ulr5MlaBy58hCRYY6ob84n) | | Kivy Tutorial for Beginners [ProgrammingKnowledge](https://www.youtube.com/playlist?list=PLS1QulWo1RIY1mAtczEPDolJg5nKkTHae) | ### Web app | | | --------------------------------------------------------------------------------------------------------------------------------------------------------------- | | Skolo Online [u](https://www.youtube.com/@SkoloOnline/playlists) | | Python for Web Development – Crash Course \[API, SQL Databases, Virtual Environment, Flask, Django] [freeCodeCamp](https://www.youtube.com/watch?v=WNvxR8RFzBg) | | Python Django 7 Hour Course [Traversy Media](https://www.youtube.com/watch?v=PtQiiknWUcI) | | Flask [PythonProgrammi](https://www.youtube.com/playlist?list=PL_38rYkBIiiWPXx3C_aIATYnnbCTDByHy) | | [Python Microservices Web App (with React, Django, Flask) - Full Course](https://www.youtube.com/watch?v=0iB5IPoTDts) | | Django / Tailwind Tutorial - Code a Netflix Clone [freeCodeCamp](https://www.youtube.com/watch?v=gbyYXgiSgdM) | | 【Flask Web 教程】[Yufan Zheng](https://www.youtube.com/playlist?list=PLDFBYdF-BxV1G4FBpG1EMyFtbsbZuJOvD) | | Learn Flask for Python - Full Tutorial [freeCodeCamp](https://www.youtube.com/watch?v=Z1RJmh_OqeA) | | RESTFul API With Flask [ProgrammingKnowledge](https://www.youtube.com/playlist?list=PLS1QulWo1RIYbSv5_R2I_QbAcvbyqBCun) | | Python REST API Tutorial - Building a Flask REST API [Tech With Tim](https://www.youtube.com/watch?v=GMppyAPbLYk) | | REST API Crash Course - Introduction + Full Python API Tutorial [Caleb Curry](https://www.youtube.com/watch?v=qbLc5a9jdXo) | | NestJs Course for Beginners - Create a REST API [freeCodeCamp](https://www.youtube.com/watch?v=GHTA143_b-s) | | Build a Django REST API with the Django Rest Framework. Complete Tutorial. [CodingEntrepreneurs](https://www.youtube.com/watch?v=c708Nf0cHrs) | | Flask Course - Python Web Application Development [freeCodeCamp](https://www.youtube.com/watch?v=Qr4QMBUPxWo) | | 90分钟用Python和Flask开发博客系统 [麦叔编程](https://www.youtube.com/playlist?list=PLKrICbCCq12VlE_xhA_Cd1_ixDQc31ssH) | | Why Microservices Fail [Coding Tech](https://www.youtube.com/watch?v=B3O-qYM-Kkw) | | python Tornado [开发者学堂](https://www.youtube.com/playlist?list=PLGmd9-PCMLhb8BGGU7JgaTAZBGHOGAmDa) | | Machine Learning Web App [JCharisTech](https://www.youtube.com/playlist?list=PLJ39kWiJXSiyAFG2W3CUPWaLhvR5CQmTd) | | | | Python Website Full Tutorial - Flask, Authentication, Databases & More [Tech With Tim](https://www.youtube.com/watch?v=dam0GPOAvVI) | | Python API Development - Comprehensive Course for Beginners [freeCodeCamp](https://www.youtube.com/watch?v=0sOvCWFmrtA) | | Streamlit部署YOLOv5目标检测 [迷途小书童的Note](https://xugaoxiang.com/2021/08/27/yolov5-streamlit/) | | I built the same app 3 times \| Which Python Framework is best? Django vs Flask vs FastAPI [Python Engineer](https://www.youtube.com/watch?v=3vfum74ggHE) | | Python使用Flask开发Web服务 [蚂蚁学Python](https://www.youtube.com/playlist?list=PLCemT-oocgamluuCUblhe87HC5M69DtVM) | | Flask Blueprints Make Your Apps Modular & Professional [NeuralNine](https://www.youtube.com/watch?v=_LMiUOYDxzE) | | Django For Beginners - Full Tutorial [Tech With Tim](https://www.youtube.com/watch?v=sm1mokevMWk) | | Microservices with FastAPI – Full Course [freeCodeCamp](https://www.youtube.com/watch?v=Cy9fAvsXGZA) | | Flask & FastAPI [Sure](https://www.youtube.com/playlist?list=PLBD8XfkW6PWHmkHQW50UnQgniXo5LXOjJ) | | Django Authentication & User Management - Full Tutorial [Tech With Tim](https://www.youtube.com/watch?v=WuyKxdLcw3w) | | Python+Django网站开发系列 [Andrew 程序设计](https://www.youtube.com/playlist?list=PLflKlxctM6tH1E0_0d1_kweQKpJzhw_z9) | | Python In The Browser! PyScript First Look [Traversy Media](https://www.youtube.com/watch?v=vxqBm6_0vyk) | | PyScript is Python in Your Browser [NeuralNine](https://www.youtube.com/watch?v=MJvCeKwr4z4) | | Build a Social Media App with Django – Python Web Framework Tutorial [freeCodeCamp](https://www.youtube.com/watch?v=xSUm6iMtREA) | | Django REST Framework Course – Build Web APIs with Python [freeCodeCamp](https://www.youtube.com/watch?v=tujhGdn1EMI) | | Web Development with Python Tutorial – Flask & Dynamic Database-Driven Web Apps [freeCodeCamp](https://www.youtube.com/watch?v=yBDHkveJUf4) | ## 视频编辑, 视频剪辑, Video Image Editing | | | ------------------------------------------------------------------------------------------------------------ | | Video Image Editing([PyB TV](https://www.youtube.com/playlist?list=PLY2Azc6nd2QnIT7LVc0nt2TFkdJe00FIy)) | | Automatic YouTube Video Generator (Python Script) [Aaren Stade](https://www.youtube.com/watch?v=lo3w8auG7QA) | | Automated Video Editing With Python [NeuralNine](https://www.youtube.com/watch?v=Q2d1tYvTjRw) moviepy | | Split Screen Videos with MoviePy [NeuralNine](https://www.youtube.com/watch?v=p293_8oYXL4) | | Create Your Own Custom MoviePy Animations [NeuralNine](https://www.youtube.com/watch?v=io46L1Nl3hU) | | Python根据字幕文件自动给视频添加字幕（通用版）[csdn](https://blog.csdn.net/dongfuguo/article/details/104939046) | | 调整srt字幕时间，Python实现 [s](https://www.codeleading.com/article/26242247214/) | | Linux 上最好的 9 个免费视频编辑软件（2018） [Linux中国](https://zhuanlan.zhihu.com/p/48413946) | ## 爬虫 | | | -------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- | | 小熊猫 [u](https://www.youtube.com/@user-kv5du2wl5h) 何老师Python [u](https://www.youtube.com/@HLSPython/playlists) | | Python 6小时网络爬虫入门课程完整版(2020年）[程序员小飞](https://www.youtube.com/watch?v=ZMjhBB17KVY) | | Python爬虫 [程序员小飞](https://www.youtube.com/playlist?list=PLlcH26KGVLuIQI9vGA5AvuXZYYXT2aLlO) | | 不扯淡Python爬虫学习路线 （2021） [麦叔编程](https://www.youtube.com/watch?v=yKLfMjtTKak) | | 崔庆才\_Python3爬虫入门到精通课程视频 34课 [true while](https://www.youtube.com/playlist?list=PLc8_TkmqkE4Pe1P4spQoivMiDwVyYPvR1) | | 爬虫基础教学 (Python Scraping 教程) [莫烦Python](https://www.youtube.com/playlist?list=PLXO45tsB95cIuXEgV-mvYWRd_hVC43Akk) | | Python网络爬虫实战 [开发者学堂](https://www.youtube.com/playlist?list=PLGmd9-PCMLhZtlMFHvZvc2aA-M9SdZk4a) | | 21堂信息掘金课，零基础小白也能用数据开挂 [Yang Liu](https://www.youtube.com/playlist?list=PLhXu26RzZZTxuNelxGNKYCDT5P4KC-82e) | | scrapy框架爬虫教学与实例 [BT](https://btsow.digital/magnet/detail/hash/3F0CFFD146F3ADC0116B2523D53A853F344ACDB8) | | 【Scrapy 爬虫教程】[Yufan Zheng](https://www.youtube.com/playlist?list=PLDFBYdF-BxV3JpilGQkoMABYoD9pKlgZ_) | | Scrapy Course – Python Web Scraping for Beginners [freeCodeCamp](https://www.youtube.com/watch?v=mBoX_JCKZTE) | | 【python】selenium 网页自动化、网路爬虫 [GrandmaCan -我阿嬤都會](https://www.youtube.com/watch?v=ximjGyZ93YQ) | | Python 网络爬虫：从入门到实践　[git](https://github.com/Santostang/PythonScraping) | | Web Scraping with Python - Beautiful Soup Crash Course [freeCodeCamp](https://www.youtube.com/watch?v=XVv6mJpFOb0) | | 【Python的網頁爬蟲與資料分析】 [人工智慧與數位教育中心 NCCU AIEC](https://www.youtube.com/playlist?list=PLmcrRGCH--DocpSjg9enSMNhFkf2MW0En) | | 崔庆才Python爬虫系列课程(全) [BiteOfPython](https://www.youtube.com/playlist?list=PL4R4917X9BkEatqd7qyGicR4hDY17vWjz) | | 互联网开发教程 [u](https://www.youtube.com/c/%E4%BA%92%E8%81%94%E7%BD%91%E5%BC%80%E5%8F%91%E6%95%99%E7%A8%8B/playlists) | | Python3.8入门 & 进阶 & 原生爬虫实战完全解读 [Jomy King](https://www.youtube.com/playlist?list=PL9nxfq1tlKKlH7Gse4X3mcuDoXDIzgOCE) | | sczhengyabin/[Image-Downloader](https://github.com/sczhengyabin/Image-Downloader) 谷歌、百度、必应图片下载 | | csuldw/[AntSpider](https://github.com/csuldw/AntSpider) 1000万豆瓣电影/评论/名人/评分数据采集源码 | | RiddlerQ/[simple\_image\_download](https://github.com/RiddlerQ/simple_image_download) Google image downloader | | awolfly9/[IPProxyTool](https://github.com/awolfly9/IPProxyTool) 抓取大量免费代理 ip，提取有效 ip 使用 | | Python 网络爬虫从入门到实战 [蚂蚁学Python](https://www.youtube.com/playlist?list=PLCemT-oocgakYtYvMXu_NivSTOjHzaOmE) | | Beautiful Soup 4 Tutorial [Tech With Tim](https://www.youtube.com/playlist?list=PLzMcBGfZo4-lSq2IDrA6vpZEV92AmQfJK) | | Weather API Tutorial in Python [NeuralNine](https://www.youtube.com/watch?v=9P5MY_2i7K8) | | 豆瓣爬虫项目，从0到1爬虫教程【Python爬虫实战项目】 [图灵星球Turing Planet](https://www.youtube.com/watch?v=SiI4Wn4ut4g) | | 2019千锋Python爬虫全套视频（最经典）[千锋教育](https://www.youtube.com/playlist?list=PLwDQt7s1o9J4ZkUUau3b5Df3OJAG7l94o) | | Python爬虫—国庆档电影爬取与分析【千锋】 [千锋教育](https://www.youtube.com/playlist?list=PLwDQt7s1o9J72Nsj_2NzRgJJSqnxt50Hb) drive | | 2019千锋Python爬虫超详细教程（精华版） [千锋教育](https://www.youtube.com/playlist?list=PLwDQt7s1o9J4DqlcIaDLJPnP902mZs0Js) drive | | keenwon/[antcolony](https://github.com/keenwon/antcolony) Nodejs实现的一个磁力链接爬虫 [文章介绍](https://keenwon.com/1436.html) [blog](https://keenwon.com/) | | Python 網路爬蟲 Web Crawler 基本教學 By 彭彭 [彭彭的課程](https://www.youtube.com/watch?v=9Z9xKWfNo7k\&list=PL-g0fdC5RMboYEyt6QS2iLb_1m7QcgfHk\&index=19) | | 網路爬蟲實戰教學 [大數軟體有限公司](https://www.youtube.com/playlist?list=PLohb4k71XnPaQRTvKW4Uii1oq-JPGpwWF) | | XPath Crash Course For Python Web Scraping [NeuralNine](https://www.youtube.com/watch?v=jraDTvKLLvY) | | 就想写个爬虫，我到底要学多少东西啊？[崔庆才](https://mp.weixin.qq.com/s?__biz=MzIwODI2NDkxNQ==\&mid=2247487842\&idx=4\&sn=98ca86c5c5ad61a7d564fa2cb2b5a522\&chksm=97049adea07313c815eebf6ddf117fa2a027549e355221b8f0d23058380e238b384cf9fb57d0\&mpshare=1\&scene=1\&srcid=\&sharer_sharetime=1585456067551\&sharer_shareid=e08d450bb86978202e96a05c7cf1bc4c#rd) 机器学习初学者 | | 网络爬虫实战 [DayDayUP](https://www.youtube.com/playlist?list=PL8XnX0hzN2HL2-Iw2JxOiYnqldRskI7bk) | | Python爬虫编程基础5天速成 Python入门+数据分析 [网课知识大全](https://www.youtube.com/playlist?list=PLhXu26RzZZTwCmlnBroM10oVNnix5Qx8v) | | Python数据爬虫实战 [Python学习指南](https://www.youtube.com/playlist?list=PLxpYnyUGAYhh9Pgsn4REhHsHVpGVkhd_S) | | ChatGPT教我Python爬虫 1小时搞定数千家公司信息 [TheDataQ](https://www.youtube.com/watch?v=iX9lGPHgjhQ) | | 【 Python 爬蟲 】2 小時初學者課程 ：一次學會 PTT 爬蟲、Hahow 爬蟲、Yahoo 電影爬蟲！#beautifulsoup #requests #ajax #cookie [CodeShiba 程式柴](https://www.youtube.com/watch?v=1PHp1prsxIM) | | | | | ## 网络编程 Network Programming with Python Course (build a port scanner, mailing client, chat room, DDOS) [freeCodeCamp](https://www.youtube.com/watch?v=FGdiSJakIS4) Python Socket Programming Tutorial [Tech With Tim](https://www.youtube.com/watch?v=3QiPPX-KeSc) Python Sockets Simply Explained [NeuralNine](https://www.youtube.com/watch?v=YwWfKitB8aA) File Transfer via Sockets in Python [NeuralNine](https://www.youtube.com/watch?v=qFVoMo6OMsQ) Using IPv6 Sockets in Python [NeuralNine](https://www.youtube.com/watch?v=BoIDEMerNn0) TCP vs UDP Sockets in Python [NeuralNine](https://www.youtube.com/watch?v=esLgiMLbRkI) Android Chat App in Python [NeuralNine](https://www.youtube.com/watch?v=pGolbRsvgnA) Python For Networking [NeuralNine](https://www.youtube.com/playlist?list=PL7yh-TELLS1FwBSNR_tH7qVbNpYHL4IQs) Python 3 Basics Tutorial Series [sentdex](https://www.youtube.com/playlist?list=PLQVvvaa0QuDe8XSftW-RAxdo6OmaeL85M) Python网络编程 [Shadowalker](https://www.youtube.com/playlist?list=PLpu5MZcFFoWxHVqLjfRydAtkYhJEFtQ8N) [git](https://github.com/Shadowalker1995/Advanced-Python-Tutorial) \[Tutorialsplanet.NET] Udemy - Node with SocketIO Build A Full Web Chat App From Scratch \[Tutorialsplanet.NET] Udemy - Socket.IO (with websockets) - the details. (socket io v2) WebSockets Beginners Tutorial with Socket.IO [freeCodeCamp](https://www.youtube.com/watch?v=CzcfeL7ymbU) ## Python-Excel | | | --------------------------------------------------------------------------------------------------------------------------------------- | | Python-Excel([PyB TV](https://www.youtube.com/playlist?list=PLY2Azc6nd2QkTirfL3vWmaD786pvZp6hT)) | | **Automate Excel With Python - Python Excel Tutorial (OpenPyXL)(**[**Tech With Tim**](https://www.youtube.com/watch?v=7YS6YDQKFh0)**)** | | 【python】自动化操作excel（openpyxl）[GrandmaCan -我阿嬤都會](https://www.youtube.com/watch?v=mYX9AaJF2lw) | | Python and Excel Programming With OpenPyXL [Codemy.com](https://www.youtube.com/playlist?list=PLCC34OHNcOtrMWIf_MXWrCajQwp3lL27T) | | Python处理Excel，实战办公自动化 [蚂蚁学Python](https://www.youtube.com/playlist?list=PLCemT-oocgalGu6MMn_SZq3tVWJvrfwNp) | ## Manage Folders and Files | | | ----------------------------------------------------------------------------------------------------------------------------- | | Manage Folders and Files([PyB TV](https://www.youtube.com/playlist?list=PLY2Azc6nd2QnZSANsRJl3eUtPQQRCy8PD)) | | Python Tutorial: Automate Parsing and Renaming of Multiple Files [Corey Schafer](https://www.youtube.com/watch?v=ve2pmm5JqmI) | ## 数据处理 ### PDF | | | ------------------------------------------------------------------------------------------------------------- | | How to Convert HTML to PDF using Python [buckmasterinstitute](https://www.youtube.com/watch?v=9DP5Nkw7LEY) | | JazzCore/[python-pdfkit](https://github.com/JazzCore/python-pdfkit) HTML to PDF wrapper | | wmjordan/[PDFPatcher](https://github.com/wmjordan/PDFPatcher) PDF补丁丁 [s](https://www.cnblogs.com/pdfpatcher/) | | Merge PDF Files in Python [NeuralNine](https://www.youtube.com/watch?v=4gZgWXJpX-w) | | Extract PDF Content with Python [NeuralNine](https://www.youtube.com/watch?v=w2r2Bg42UPY) | | Splitting PDF Files with Python [NeuralNine](https://www.youtube.com/watch?v=Pe4UVIX7f-U) | | | ### CSV Python Tutorial: CSV Module - How to Read, Parse, and Write CSV Files [Corey Schafer](https://www.youtube.com/watch?v=q5uM4VKywbA) ### JSON | | | -------------------------------------------------------------------------------------------------------------------------- | | Python Tutorial: Working with JSON Data using the json Module [Corey Schafer](https://www.youtube.com/watch?v=9N6a-VLBa2I) | | Learn JSON in 10 Minutes [Web Dev Simplified](https://www.youtube.com/watch?v=iiADhChRriM) | | What is JSON ? [Telusko](https://www.youtube.com/watch?v=JuFdz8f-cT4) | | JsonCrack [v](https://www.douyin.com/video/7141651379923225869) | | 普通話 \| Python JSON處理 [CHANNEL 536](https://www.youtube.com/watch?v=W33o5tI-DXw) | ## **Auto Download of Videos & Images** | | | ------------------------------------------------------------------------------------------------------------------------- | | Auto Download of Videos & Images ([**PyB TV**](https://www.youtube.com/playlist?list=PLY2Azc6nd2Qn26ex6xNNVxboeJfK686NJ)) | ## Jupyter topics/[jupyter-notebook](https://github.com/topics/jupyter-notebook) Reproducible Data Analysis in Jupyter [Jake Vanderplas](https://www.youtube.com/playlist?list=PLYCpMb24GpOC704uO9svUrihl-HY1tTJJ)
Jupyter topics/[jupyter-notebook](https://github.com/topics/jupyter-notebook) [git](https://github.com/jupyter/jupyter) [wiki](https://github.com/jupyter/jupyter/wiki) Dockerizing Jupyter Projects [towardsdatascience](https://towardsdatascience.com/dockerizing-jupyter-projects-39aad547484a) Reproducible Data Analysis in Jupyter [Jake Vanderplas](https://www.youtube.com/playlist?list=PLYCpMb24GpOC704uO9svUrihl-HY1tTJJ) bqplot Seamless Interactive Visualizations and Dashboards in the Jupyter Notebook | [SciPy 2018](https://www.youtube.com/watch?v=Dmxa2Kyfzxk) Building Interactive Applications and Dashboards in the Jupyter Notebook [O'Reilly](https://www.youtube.com/watch?v=i40d8-Hu4vM) Dashboarding with Jupyter Notebooks, Voila and Widgets | SciPy 2019 | M. Breddels and M. Renou [Enthought](https://www.youtube.com/watch?v=VtchVpoSdoQ) Jupyter widgets- Maarten Breddels (Maarten Breddels), Sylvain Corlay (QuantStack) [O'Reilly](https://www.youtube.com/watch?v=wb--ASnSVuc) Jakub Czakon: 10 things you should know about Jupyter Notebooks | [PyData](https://www.youtube.com/watch?v=FwUcJFSAfQw) Warsaw 2017 The Jupyter Interactive Widget Ecosystem | [SciPy 2018](https://www.youtube.com/watch?v=NBZBjEjN-rU) Tutorial | Matt Craig Jupyter Tips and Tricks [Google Cloud Tech](https://www.youtube.com/watch?v=2eCHD6f_phE) Geographical Data Visualization in Jupyter Notebook (ipyleaflet Tutorial Starts from 11'45") [Data Science Show](https://www.youtube.com/watch?v=PuJ_JUkahXQ) Getting Started with Plotly and Jupyter! [Mark Jay](https://www.youtube.com/watch?v=XUNaGFa9xCM) Learn Jupyter Notebooks [Mark Jay](https://www.youtube.com/playlist?list=PLX-LrBk6h3wSbNmRK1jWQwtIXh-fvIiRI) 3D interactive Graph Animation in Jupyter Notebook [mechanical coder](https://www.youtube.com/watch?v=yHyn8AyO6H4) [engineerknow](https://www.engineerknow.com/2021/09/3d-interactive-graph-animation-in.html) Jupyter Widgets [doc](https://ipywidgets.readthedocs.io/en/stable/) [examples](https://github.com/jupyter-widgets/ipywidgets/tree/1f9917d739a0f7cffa4d70a39e66f5c8809eb2e0/docs/source/examples) [git](https://github.com/jupyter-widgets/ipywidgets) 搭建 ipython/jupyter notebook 服务器 [Ming's Blog](https://bitmingw.com/2017/07/09/run-jupyter-notebook-server/) Introduction to Jupyter notebook and Python [Serena Bonaretti](https://www.youtube.com/playlist?list=PLj8QFvBykB7fGEH274TlqhToqGd_Qxt1H) Step-by-step tutorials for transparent research [Serena Bonaretti](https://www.youtube.com/playlist?list=PLj8QFvBykB7dtTd_HiOTbctHvU6pbGC0i) Jupyter Notebook (Tips, Tricks and Hacks) [Indian Pythonista](https://www.youtube.com/playlist?list=PLyb_C2HpOQSDhIfHn6LZkCICnx5numsRE) Jupyter notebooks are more powerful than you think [CodeEmporium](https://www.youtube.com/watch?v=k6VYEsmLLkg) IPython [s](https://ipython.org/) [Documentation](https://ipython.readthedocs.io/en/stable/index.html) [nbviewer](https://nbviewer.org/) A simple way to share Jupyter Notebooks Jupyter Notebook Viewer [nbviewer](https://nbviewer.org/github/ipython/ipython/tree/1.x/examples/notebooks/) Turn Jupyter Notebooks to Web Apps in Python [NeuralNine](https://www.youtube.com/watch?v=bz0JzpvzbS8)LangGraph
### JupyterLab
JupyterLab [JupyterLab](https://jupyter.org/): A Next-Generation Notebook Interface [doc](https://jupyterlab.readthedocs.io/en/stable/) [git](https://github.com/jupyterlab/jupyterlab) JupyterLab: The Next Generation Jupyter Web Interface [InfoQ](https://www.youtube.com/watch?v=ctOM-Gza04Y) STOP Using Jupyter Notebook! Here's the Better Tool [Thu Vu data analytics](https://www.youtube.com/watch?v=zai2pLUD9FA) JupyterLab pandas Installation JupyterLab [s](https://pandas.pydata.org/getting_started.html) The Best Jupyterlab Extension That You Didn't Know Existed! [Thu Vu data analytics](https://www.youtube.com/watch?v=fClT4PWlGoA) 在 JupyterLab 中绘制流程图 [Chenglu](https://zhuanlan.zhihu.com/p/365678685)
### Binder
Binder Binder [Documentation](https://mybinder.readthedocs.io/en/latest/) How to share a Jupyter notebook with Binder? [Serena Bonaretti](https://www.youtube.com/watch?v=owSGVOov9pQ) BinderHub [search](https://www.youtube.com/results?search_query=BinderHub) Binder 2.0: Next Gen of Reproducible Scientific Environments w/ repo2docker & BinderH | SciPy 2018 [Enthought](https://www.youtube.com/watch?v=KcC0W5LP9GM)
## Plotly
Plotly Plotly Python [s](https://plotly.com/python/) Getting Started with Plotly and Jupyter! [Mark Jay](https://www.youtube.com/watch?v=XUNaGFa9xCM) [git](https://github.com/markjay4k/fourier-transform) LEARN PLOTLY [Art of Visualization](https://www.youtube.com/playlist?list=PLE50-dh6JzC4onX-qkv9H3HtPbBVA8M94) Using Plotly and iPython for Scientific Graphing #MP41 [Montreal-Python](https://www.youtube.com/watch?v=zG8FYPFU9n4) Python Hacks : Data Visualization using Plotly - Introduction [Fluidic Colours](https://www.youtube.com/watch?v=lb9QSP7NCd8) Plotly For Web Based Data Visualization - Basic Charts Using Plotly, Pandas & Matplotlib In Python [TheEngineeringWorld](https://www.youtube.com/watch?v=B911tZFuaOM) Introduction to Dash Plotly - Data Visualization in Python [Charming Data](https://www.youtube.com/watch?v=hSPmj7mK6ng)
## Geospatial
Geospatial Geospatial Analysis with Python [Rogue Hogue](https://www.youtube.com/watch?v=qvHXRuGPHl0) Introduction to Geospatial Data Analysis with Python | [SciPy 2018](https://www.youtube.com/watch?v=kJXUUO5M4ok) Tutorial | Serge Rey [EuroSciPy 2017](https://www.youtube.com/watch?v=bWsA2R707BM): GeoPandas - geospatial data in Python made easy Python: OpenStreetMap API - add Longitudes and Latitudes by using Geopy module [Data Science Garage](https://www.youtube.com/watch?v=0IjdfgmWzMk)
## **其他** **压缩** [**Python代码实现压缩软件**](https://blog.csdn.net/gdkyxy2013/article/details/103757893) [**python解压压缩包**](https://zhuanlan.zhihu.com/p/194251294) [**Decorators**](https://www.youtube.com/watch?v=FsAPt_9Bf3U) WinRAR 爆高危漏洞！危害极大，这是最佳的解决方法！！请尽快修复你的压缩软件 [零度解说](https://www.youtube.com/watch?v=ONF-wEV1y_0) | | | --------------------------------------------------------------------------------- | | 一篇文章搞懂Python装饰器所有用法【建议收藏】 [麦叔编程](https://www.youtube.com/watch?v=5u3sKl5I_Bg) | | Python 函数装饰器 [runoob](https://www.runoob.com/w3cnote/python-func-decorators.html) | | | | --------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- | | **Reuven M. Lerner -** [**Practical decorators**](https://www.youtube.com/watch?v=MjHpMCIvwsY) **- PyCon 2019** | | Spinning ASCII Donut in Python 🍩 [Make Things](https://www.youtube.com/watch?v=D26bLJ9ut88) | | Donut-shaped C code that generates a 3D spinning donut [Lex Fridman](https://www.youtube.com/watch?v=DEqXNfs_HhY) | | PySpark Tutorial [freeCodeCamp](https://www.youtube.com/watch?v=_C8kWso4ne4) | | pygame 3小时制作一个游戏 [GrandmaCan -我阿嬤都會](https://www.youtube.com/watch?v=61eX0bFAsYs) | | Stardew Valley Game Clone with Python and Pygame – Full Course [freeCodeCamp](https://www.youtube.com/watch?v=R9apl6B_ZgI) | | Creating a Stardew Valley inspired game in Python [Clear Code](https://www.youtube.com/watch?v=T4IX36sP_0c) | | Drum Machine with Python and Pygame – Full Project Course [freeCodeCamp](https://www.youtube.com/watch?v=F3J3PZj0zi0) | | Pygame Tutorial for Beginners - Python Game Development Course [freeCodeCamp](https://www.youtube.com/watch?v=FfWpgLFMI7w) | | 2D Game Development \| Pygame [Pyathlon](https://www.youtube.com/playlist?list=PL4U0724Jn5ZxvILgwV1A786Aqg92wHSEQ) | | Pygame Programming Tutorials [Tech With Tim](https://www.youtube.com/playlist?list=PLzMcBGfZo4-lp3jAExUCewBfMx3UZFkh5) | | Pygame in 90 Minutes - For Beginners [Tech With Tim](https://www.youtube.com/watch?v=jO6qQDNa2UY) | | Pygame Tutorial - Creating Space Invaders [Tech With Tim](https://www.youtube.com/watch?v=Q-__8Xw9KTM) | | Pygame Car Racing Tutorial [Tech With Tim](https://www.youtube.com/playlist?list=PLzMcBGfZo4-kmY7Nh4kI9kPPnxJ5JMRPj) | | Python 游戏开发（中国国家精品课程）[华人开放式课程MOOC](https://www.youtube.com/playlist?list=PLv8hyYaXsdiuNjD4PozyfehXullO8w-zC) | | Python Project: Snake and Apple Game In Pygame [codebasics](https://www.youtube.com/playlist?list=PLeo1K3hjS3usBtsdSgNFe8LfVHPQ0Ynn5) | |

PyGame Tutorial World of Python

Python game building World of Python

| | Zelda in Python [Clear Code](https://www.youtube.com/watch?v=QU1pPzEGrqw) | | Convert Python to Android with WINDOWS & LINUX + Fix Common Bugs [Python Simplified](https://www.youtube.com/watch?v=VsTaM057rdc) | | 3D Animation in Python Tutorial [Mandaw](https://www.youtube.com/watch?v=fP03zasnzcA) | | PYTHON:How to access mobile camera to PC monitor [Cyber Monster](https://www.youtube.com/watch?v=iqZKdKuoePI) | | Python's staticmethod and classmethod, what are they for? [mCoding](https://www.youtube.com/watch?v=SXApHXsDe8I) | | Jupyter Notebook Tutorial [codebasics](https://www.youtube.com/playlist?list=PLeo1K3hjS3uuZPwzACannnFSn9qHn8to8) | | jupyter 数据应用课程直播 [Min Yuan](https://www.youtube.com/playlist?list=PLNhCjSmDNXJvquv9AhEeF8Rz1Qd0yKqa6) | | [porth](https://gitlab.com/tsoding/porth) I don't use Python anymore... [Tsoding Daily](https://www.youtube.com/watch?v=wqyYU4aQGQ8) | | 发布一个Python包，你需要做哪些事？ [小旭学长](https://www.youtube.com/watch?v=No_PbOcM0n8) | | Compiling & Decompiling Python Scripts [NeuralNine](https://www.youtube.com/watch?v=UFz5kNTRk3g) 反编译 | | 用Python实现自动发送邮件 [朱卫军](https://zhuanlan.zhihu.com/p/89868804) | | Create email and text message SMS alerts with Python! [ClarityCoders](https://www.youtube.com/watch?v=B1IsCbXp0uE) | | How to Send Emails Using Python - Plain Text, Adding Attachments, HTML Emails, and More [Corey Schafer](https://www.youtube.com/watch?v=JRCJ6RtE3xU) | | How to Automate Emails with Python \[New Method 2022] [Frank Andrade](https://www.youtube.com/watch?v=g_j6ILT-X0k) | | Send Emails using Python \| HTML Formatting \| HTML Tables \| Emails with Attachments \| HTML Templates [BI Insights Inc](https://www.youtube.com/watch?v=cKsTNnVMKt8) | | How to send HTML Emails using Python \|\| smtplib [Fun With Code](https://www.youtube.com/watch?v=0N5BxEHnvuc) | | Send sms with python - hacking using sms [Hybrid technology](https://www.youtube.com/watch?v=dSdBRrozFBc) | | How to Send an Email with Python [Tech With Tim](https://www.youtube.com/watch?v=YJagw7GfZcE) | | \[程序员小飞]Python如何定时发送邮件｜Python定时器\|SMTP POP3 [程序员小飞](https://www.youtube.com/watch?v=hypAlCKLyR0) | | Whatsapp Automation - Send Attachments - using Python [Get Set Python](https://www.youtube.com/watch?v=x85ba0VYsYo) | | Bandwidth Monitor in Python [NeuralNine](https://www.youtube.com/watch?v=O76lnYFvbTU) 带宽监视器 psutil | | Password Manager in Python [NeuralNine](https://www.youtube.com/watch?v=O8596GPSJV4) cryptography | | 一节课教你用Python打造一个简单的信息管理系统 [Python学习者](https://www.youtube.com/watch?v=FoHMhlX2l8E) | | Physics Simulations With Python and PyMunk [Tech With Tim](https://www.youtube.com/watch?v=tLsi2DeUsak) | | Why Random Numbers Aren't Random [Tech With Tim](https://www.youtube.com/watch?v=Nm8NF9i9vsQ) | | Generating ACTUALLY Random Numbers in Python [NeuralNine](https://www.youtube.com/watch?v=mkYdI6pyluY) | | Pseudo-Random Number Generator From Scratch in Python [NeuralNine](https://www.youtube.com/watch?v=mXBGXU0zJnw) | | Counters in Python Simply Explained [NeuralNine](https://www.youtube.com/watch?v=yrV__XKaFn8) | | Python之禅Python 中《import this》背后的故事 [刘志军](https://juejin.cn/post/6844903488216891405) | | 有趣的Python之import this [大蟒蛇](https://zhuanlan.zhihu.com/p/87090213) | | Why bpython is Awesome [DevDungeon](https://www.youtube.com/watch?v=b60tnXChdog) | | Python Package Publishing [Indian Pythonista](https://www.youtube.com/playlist?list=PLyb_C2HpOQSB3z_4WliKt56WyDgfXzzMz) | | Python Misc Projects [NeuralNine](https://www.youtube.com/playlist?list=PL7yh-TELLS1EgOLIPo1sVuf_rDPEp33S8) | | Manage Multiple Python Versions with PyEnv [NeuralNine](https://www.youtube.com/watch?v=3my06DUnApM) |
python 内存管理 GC u2b search\_query=[python+内存管理](https://www.youtube.com/results?search_query=python+%E5%86%85%E5%AD%98%E7%AE%A1%E7%90%86) 20 7 python的内存管理机制 [尚学堂](https://www.youtube.com/watch?v=N2HzYvUSxXo) Memory Allocation and Management in Python - simplified tutorial for beginners [simplefunde](https://www.youtube.com/watch?v=arxWaw-E8QQ) Memory Management in Python - The Basics [North Bay Python](https://www.youtube.com/watch?v=URNdRl97q_0) Python Memory Management | Garbage Collector in python | Reference Counting Algorithm | [Part 1](https://www.youtube.com/watch?v=-HLk_VY5Ovc) [Part 2](https://www.youtube.com/watch?v=DJjZOg2QfhU) Code Framer
## 代码规范 代码**风格** | | | -------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- | | **Google Python 风格指南** [**书栈**](https://www.bookstack.cn/books/google-python-style) | | 所有代码要尽量符合[PEP-8](https://peps.python.org/pep-0008/)规范，并且最好添加符合[PEP-257](https://peps.python.org/pep-0257/)规范的文档字符串(DocString) [s](https://github.com/manim-kindergarten/manim_sandbox) | | Python的代码风格 PEP8 [麦兜搞IT](https://www.youtube.com/watch?v=Mqv6QLlXXc4) | | 规范Git Commit [git](https://github.com/lirengui/git) | | commitizen不要在瞎提交git啦！ [Pegasus Wang](https://www.youtube.com/watch?v=8R3alKDEXYA) | ## Book | | | -------------------------------------------------------------------------------------------------------------------------------------------------------------------- | | | | Learning Python? You Must take a look at this book! Not Just for Scientists.([Python Programmer](https://www.youtube.com/watch?v=eIM9DQMZQeE)) | | 要读就读经典好书，差的书不光浪费你的Q，更浪费你的时间 [v](https://www.douyin.com/video/7027491495682788622) | | Python [note-zw](https://note-zw.readthedocs.io/zh/latest/Python/index.html) | | Python编程之美：最佳实践指南.[pdf](https://yun.weicheng.men/Book/Python%E7%BC%96%E7%A8%8B%E4%B9%8B%E7%BE%8E%EF%BC%9A%E6%9C%80%E4%BD%B3%E5%AE%9E%E8%B7%B5%E6%8C%87%E5%8D%97.pdf) | {% file src="/files/-MZCHhHaXc8eLWKQU7Nd" %} Python 3标准库 {% endfile %} {% content-ref url="/pages/Z0oL3qSFglELCaF5pHxL" %} [算法地图](/map/readme.md) {% endcontent-ref %}