All Top 40 Python Libraries EXPLAINED in 20 minutes
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- Опубліковано 26 сер 2020
- With over 250 libraries in Python, it can a bit confusing to know which one is best for your project. Caelan walks you through the top 40 libraries and how they're used! Full list of libraries mentioned below.
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TOP 40 LIBRARIES:
Natural Language Processing (2):
NLTK ► manipulate strings
www.nltk.org/
FlashText ► replace keywords in sentences or extract keywords from sentences
pypi.org/project/flashtext/
Computer Vision (2):
OpenCV ► computer vision/ image processing
opencv.org/
SimpleCV ► computer vision
simplecv.org/
GUI (3):
Tkinter ► GUI
docs.python.org/3/library/tki...
wxPython ► GUI toolkit
wxpython.org/
PyQt ► GUI toolkit
pypi.org/project/PyQt5/
Game (2):
Pygame ► writing video games mainly
www.pygame.org/
Pyglet ► 3d animation and game creation engine
pyglet.org/
Web (6):
Requests ► HTTP library/Web
requests.readthedocs.io/en/ma...
Scrapy ► webscraping
scrapy.org/
BeautifulSoup ► parsing/webscraping www.crummy.com/software/Beaut...
Zappa ► server-less application on API Gateway and Amazon Web Services Lambda
github.com/Miserlou/Zappa
Django ► web framework
www.djangoproject.com/
Flask ► web framework
flask.palletsprojects.com/en/...
Data Science (5):
Pandas ► data-science
pandas.pydata.org/
Matplotlib ► 2-dimensional graphs and plots
matplotlib.org/
Plotly ► similar to matplotlib
plotly.com/python/
Bokeh ► data visualization library docs.bokeh.org/en/latest/inde...
SQLAlchemy ► Database Abstraction
www.sqlalchemy.org/
Math (3):
Numpy ► advance math functionalities
numpy.org/
SciPy ► library of algorithms and mathematical tools www.scipy.org/
SymPy ► algebraic evaluation, differentiation, expansion, complex numbers
www.sympy.org/en/index.html
Machine Learning (8):
Keras ► deep neural networks
keras.io/
Tensorflow ► develop, train and design deep learning models www.tensorflow.org/
PyTorch ► machine learning
pytorch.org/
Scikit-Learn ► ML
scikit-learn.org/stable/
Imbalanced-learn ► ML
pypi.org/project/imbalanced-l...
Theano ► deep learning library
deeplearning.net/software/theano/
LightGBM ► machine learning
github.com/microsoft/LightGBM
Eli5 ► machine learning
pypi.org/project/eli5/
Other (9):
Twisted ► network application develop
pypi.org/project/Twisted/ (website down)
IPython ► completion, history, shell capabilities, and a lot more
ipython.org/
Pillow ► images/Python Imaging Library
python-pillow.org/
Poetry ► manage python packaging and dependencies
python-poetry.org/
Gensim ► natural library processing library
radimrehurek.com/gensim/
Pywin32 ► Interact with Windows
github.com/mhammond/pywin32
Kivy ► Mobile Apps
kivy.org/#home
Pendulum ► date and time
pendulum.eustace.io/
Loguru ► python logging
github.com/Delgan/loguru
*************************************** - Наука та технологія
1. Natural Language Processing (NLP)
2. Gensim
3. FlashText
4. Computer Vision (CV)
5. Graphical User Interface (GUI)
6. Tkinter
7. Wx Python
8. PyQt
9. PyGame
10. Pyglet
11. PyEngine3D
12. Requests
13. Lassie
14. Scrapy
15. Beautiful Soup
16. Zappa
17. Django (Heavy)
18. Flask
19. Numpy
20. Scipy
21. SymPy
22. Pandas
23. Matlotlib
24.Sql Alchemy
25.Plotly
26.scikit-learn
27.imbalanced-learn
28.theano
29.Bokeh
30.Pymc3
31.LightGBM
32.eli5
33.Keras
34.Tensorflow
35. PyTorch
36.Twisted
37.IPython
38.Pillow
39.Pywin32
40.Selenium
41.Pywhatkit
42.Kivy
43. Pendulum
44.Loguru
Sorry to be offtopic but does anybody know of a way to log back into an instagram account??
I somehow lost the account password. I would love any assistance you can offer me.
I love you ❤️
Its strange that you put pytorch and tensorflow on this list. Generally people just choosing one of those libraries instead of using both of them.
#39 is Pendulum and Selenium is not in the list
@@coolcatool I had added a few of my own :). That's why you can see that the video has 40 modules whereas mine has 44
This video is going to be insanely useful for my students when trying to narrow down their final programming projects. I like to leave those projects as open as possible, letting them choose the topic and goal so that they can choose a project they are actually interested in doing rather than something I dream up for them. This video will give them a broad sampling of the kinds of projects that are readily possible using Python and the libraries that exist to support what they want to accomplish. THANK YOU so much for this video!!
Thank you for all that you do in teaching programming! It was teachers/professors like you that were the reason I changed my university major to Information Technology.
You sound like a cool teacher
You sound like a good teacher, people like you are the people who inspire students. Keep doing what you do!
Thanks man, this video is great. AND thanks for compiling and categorising all the libraries with relevant links in you vid description, a BIG thumb up there!
The fact that you discussed it's applications and examples makes it easy to understand and choose
Amazing video, thanks mate - this video deserves to be in the Guinness book of world records for the ultra-rapid-fire of the word Python!
This video just made my life a whole lot easier.
I needed to solve a surveying data conversion issue, and the myriad of libraries available for Python made me choose it over Perl for programming. Astropy has some very useful features for angle processing, and NumPy was a huge help also..
Very good! I will go over this video quite a few times to cement it into my head. I need to understand what's in my toolbox!
First 15 seconds and I already like your channel, because of the things that I learned during that short 15 seconds. thanks so much
Awesome and Brief explanation of all 40 python package. Cool 🙂 loved this. 👍
Amazing video Just what I needed.
Also love the channel keep the hard work up!
I personally love the "SolveAll" library
It contains very Python-ish commands, like
problem.solve()
data.analyse()
Minecraft()
A perfect library for script kiddies 😂
MINECRAFT()????
this is gold, mate. mvp
Great video, got me even more excited for my python journey 👍
Very Impressive Collection- Thanks
PyQt5 is such a massive GUI library, but it's worth the struggle to learn. Very powerful!
Tkinter: _cries in corner_
Well... You did miss selenium in the webscrapping section. Ermm pywin32 isn't all that similiar in funcionality to psutil, but while we're talking about interacting with windows, you might as well just throw it in there. Psutil provides information from the cpu kernel. But all in all super video! I've got so many more libraries to try out now!
Keep it Up Bro..I really Love your Video
Very useful information. Thank you .
Seaborn is quite good for data visualisation too!
Very informative thanks!
Most underrated channel
Awesome compilation of libs.. 👌👏👏
Make a series of all python libraries introduction. Same like this video
Great Content
Great work 👍
man this trully is usefull, good job!
Great vid! Thank you
Hey man ,you are the guru.
one of the best class in python...thanks allot.. what about ccxt library 🤔
great work
It is very helpful. Thank you.
Amazing video, still watching it on 2022.
Fantastic 😍
thanks a ton man!
Nice video
I hope i can become a better programmer in the future
With which GUI library Kite's UI was made with ?
Can you do one on Tweepy or the Library Python uses to connect apis with Twitter?
what was the note storing program mentioned around 4:35?
ps thanks! great video
outwiker - I think
I would add Numba to this list under performance improvement.
Good info video.
Good summary.
Pywin32 is great for calling excel parsing it a .Iqy file, the telling it to refresh. In short you can pull updated SharePoint list values to a local xlsx file. What does that mean? Well it’s a super power in business automation in a windows SharePoint environment.
Just a heads up, you can do the same thing with Power Query with 0 code
Need to add testing (preferably automated) frameworks to your packaging section maybe?
great vid !!
I don't know if I missed it, but I would say put in Seaborn. If you want to keep it 40, remove Theano, as Tensor and Torch have replaced it.
great video thanks. the kite link is down i don't know why .
I'm a 5th year student (Bsc Information Technology), i would like to get some ideas what project i can do using pyhon for my final presentation, i want to do something different from the rest because every year students almost do the same projects
Amazing 😀
Excelente, gracias
How is Natural Language Processing differ with Regular Expression in their used?
Hi, I had a question about Pygame. If you are familiar with the fundamentals of programming by learning it from JavaScript and wanted to create a simple game because over time you've had some experience with Python because this was your first programming language. Which framework would you say you would recommend Pygame or HTML canvas or even three.js? I don't know if you are familiar with these other technologies, but which would you believe would be easier to get into. Also, I find learning Python is so much easier than learning JavaScript. Since I already know the fundamentals and I know a bit of JavaScript getting better at Python has been easy going. So, I am not too concerned with language but more concerned on the tool to use for making simple but fun game, thank you.
Once you're familiar with game design concepts and have experience with programming, the language is irrelevant
@@nonnodacciaio704 Excellent point, thank you.
@@nonnodacciaio704 but what about the graphic output at the end?! Who wants a 1980’s looking game in 2023?! 😂
@@robinpipslayertekprofitsfa2644 the "looks" are mostly textures that someone other than the developers make. The lightning and particles are controlled by the game engine (unless you want to get into developing those which is a pain in the ass). So yeah, the concepts are the same, meaning that you can transfer them from a language to the other, the looks are not the developer's concern
Very good video
Hi everyone. I have some misunderstandings about how Kite javascript auto-completes and refines the code, if I write let's say document.wr and click on the write () hint, it writes document.write () and without ";". Please tell me what to do. It seems to be written in the bottom right that it works.
Just Super !
rich is my goto for making CLI/TUI python applications a bit more bearable
Dammm i went from python newbie to python beginner in 20 min
Amazing
Please do difference between sql and pandas, and why not choose sql over pandas
Hi sir, I have global data and I want to calculate the area average of a domain (for example, Lat=5,lat=40&lon=40,lon=100). I want all the values in that averaged area for a particular parameter. Could you please tell me what type of library that I have to use for this spatial average. Thankyou sir.
Can python libraries be used with other languages?
Did you just Rick-Roll in the middle?
explain the now built-in tomllib pls.
can u talk about turtle plz
The description says there are only 250 libraries in Python.
Why?
What is the difference between a library and a framework
ok merci mais j'ais unpeut de maitrise sur le objet en python😫.comment puise-je faire sltp
i miss allways a library to write data formattet with pics and graphics to f.e. a pdf file even into booklike printouts.
This is why python is extremely versatile❤️❤️❤️👌👌
Savage 🔥
Hi there. This video is a great job for students. I'm looking for an explanation of upgini python library for smart autoML data search. Does anybody used it? Where can I find a review of it?
tried kite, but collects data in the background
Did you guys make a video on top python libraries just so you can Rick Roll us?
The 1% dosent want you to know that Rickrolling was actually the reason computers were invented.
What do you all use for working with JSON for python?
import json
if you're using an internet api to get json, aiohttp's got async json support.
7:39 we actually got Rickrolled
This is the 2nd video, in a couple of days, that recommends Kite which is, however, unavailable.
Can someone please add timestamps it will help everyone
Now do JavaScript libraries 😁😁
Is anyone knows ???
1) Any Library for Breath First Search(BFS)and Depth First Search(DFS) in tree in python
2) Any library for BFS and DFS in graph in python ..
Plzz help thanku
Any *.py file can be a module. There’s probably a thousands implementations for those algorithms on the internet. If you can't code those on your own, just study other people's code and bundle it in a python module - this should be a fairly simple thing to do. I'd however request you to implement those algorithms on your own for your own good.
There’s also beware. This library is a collection of tools that allow you to make cross platform applications. It is the most accessible way to make mobile applications.
FLASHTAX
with timecode it would be really nice
How do you learn doing it wrong:?
math libraries 10:20
(I rather them use the marks Too pull on the computer note)
Gooey.... add simple GUI/UX from argparse vars in 2 lines of code
yass slayy sis
40 Libraries and no time stamps? Please add time stamps
PyQt is king
When did Ryan Gosling take up coding?
Wow :)
I want to do Freelancing...am I've Recently Learned Python.What Module Should I work on to earn some money? Like 100-200$...??
With all this machine learning and AI, why do we have to learn computer languages,, why not the machine learn to listen to us so we can program with voice and visuals.????
14:32 kivy website look same what is library make this site LOL. and why kivy not in video its best gui liblary and yes code work for all platform and code make same look than any other app... so late in vid and just mention its better than qt tk pygui and dearpygui
you forgot pyautogui
when I used Kite it ate 1 GB of my ram
Python-telegram-bot
aiogram is way better
I was very disappointed with how your Kite program works for javascript. Maybe I did something wrong or installed it incorrectly, or I need the paid version of Kite to work correctly? Please help me.
haha he said Sympy (senpai=)
over 250 libraries? I mean... he's not technically wrong lmao,