# 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 %} --- # Agent Instructions: Querying This Documentation If you need additional information that is not directly available in this page, you can query the documentation dynamically by asking a question. Perform an HTTP GET request on the current page URL with the `ask` query parameter: ``` GET https://gzbin.gitbook.io/map/cs/python.md?ask= ``` The question should be specific, self-contained, and written in natural language. The response will contain a direct answer to the question and relevant excerpts and sources from the documentation. Use this mechanism when the answer is not explicitly present in the current page, you need clarification or additional context, or you want to retrieve related documentation sections.