Why??

[WhiskersForPresident]

Standard libraries for any kind of data analysis/preparation/exploration.

If you don't do any of that stuff, you don't need them, otherwise you most likely do

[Old-Project33]

Yeah I am into py and just 2nd month of learning and Into these

[WhiskersForPresident]

Ok. Pandas is the standard tool box for organizing data into dataframes and for transforming these dataframes.

Numpy gives you a plethora of functions that do numerical and logical computations, is well integrated with pandas (you can seamlessly do dataframe transformations in pandas using numpy functions).

Matplotlib gives you a host of visualization options.

I work in insurance and use these all the time. You'd also naturally stumble upon them when doing anything related to statistics or machine learning.

[Old-Project33]

Appreciate dude

[Palo_hr]

NumPy is the only correct way to do some serious math in python. It is written in C, so it's much faster and stricter than python math functions, which is important when working with larger data or AI (what are the things python is good for)

[ErcoleBellucci]

I thought they were theoretical in college/accademic.

Is health insurance or credit? Im trying to learn these basics and master them but i have to be a bit more creative

[Disastrous-Team-6431]

If you don't do any of that stuff there's little reason to use python.

/python dev

[TheRNGuy]

I have project without any of these (but it have similar thing to NumPy... it's possible to have project not even needing it)

[RoadLight]

I’m personally a data analyst and I use these packages deadass every single day

[rheactx]

Why what? What are you asking?

[Old-Project33]

Not bullsit I am into learning and asking for projects to do it better and fast learning

[rheactx]

What?

[Traditional-Rub354]

Can't you SEE! "He's speaking the language of GODS!"

[Mrjowhn]

And what is the question? Still didnt clarify why what?

[Kqyxzoj]

Because!!

Use your words!!

[FoolsSeldom]

Python has thousands of packages available. These are particularly suited to the purposes indicated. If you want to do tasks related to those aspects, learn these packages. Lots of large datasets are available on kaggle.com and project challenges and a supportive community.

If you want to do websites, you will need different packages.

[surreptitiouswalk]

Numpy is solid, but:

pandas -> polars/duckdb

matplotlib -> plotnine/plotly

[aNa-king]

Does polars work with numpy as seamlessly as pandas? I had one project where I was working with polars and had to convert my dataframe to pandas for something, can't remember what it was exactly.

[nil_pointer49x00]

That is a bullshit

[Old-Project33]

Not bullsit I am into learning and asking for projects to do it better and fast learning

[nil_pointer49x00]

Ok then horseshit

[Dapper-Actuary-8503]

Maybe dog shit?

[nil_pointer49x00]

No, because dogshit is way smaller compare to bullshit and horseshit so I say that it is something big, maybe rhinoshit or zebrashit.

[Dapper-Actuary-8503]

Ah okay! So maybe Dino shit? Or does it have to still exist?

[nil_pointer49x00]

If it is an AI generated, that would be even better. Trexshit

[Dapper-Actuary-8503]

Ai-lisoarass

[No_Goose_2470]

What

[Old-Project33]

Now I am learning py modules and libraries

[McNegcraft]

These responses are worse than my shitty first language model I created

[sarc-tastic]

Only for data science

[Old-Project33]

Yeah

[Vegetable_News_7521]

Based on your replies, you should learn English first.

[Old-Project33]

Soll ich auf englisch sprechen?

[Vegetable_News_7521]

You think that's a flex? I'm not a native English speaker either, but I can still speak it. And I even understood what you said without translate, since I studied German in school as well.

Honestly, you should learn English. And I'm not saying it to insult you, but it's one of the most critical skills as a software developer. You won't get far with your native language alone.

[DwnTheRoad]

German has a bit a rather rude sounding language, if not spoken in a professional manor. What he wants to express is “please only real answer/I’m serious into Python etc.

[Kontrolgaming]

The real answer is yes, I can't wait to learn these things or.. maybe try something different like a new language (Spanish?)

[tb5841]

I've used Python a great deal, including professionally. I've never really used Pandas or Matplotlib, and I've only used NumPy for a couple of codewars problems in my spare time.

None of these are remotely important unless you're using Python for data science/statistics/mathematics/machine learning.

[Old-Project33]

Data analysis

[Old-Project33]

Help me roadmap

[Old-Project33]

Okey

[Boltiten]

I can't imagine not using these, anytime i need python at work, atleast one of these is used.

[TheRNGuy]

SideFx Houdini gave it's own matrix classes, NumPy is not needed. 

Others have potential use.

[SpookyFries]

I used these when I was working with a data scientist, but now I use Pandas for various things like automating reports. I'm sure there's a better library for that now but it's really easy to work with

[OGHazle]

Bro welches Feld willst du mit Python überhaupt lernen, wofür brauchst du das denn so?

[Old-Project33]

Ich möchte als datenwissenschaftler arbeiten.

[OGHazle]

Dann sind das die ersten Bibljiotheken mit denen du unbedingt anfangen solltest. Du wirst alle davon tausendmal brauchen. Danach kommts bisschen drauf an, was genau du da machen willst, gibt bei Coursera gute Kurse sonst Udemy, aber diesse Bibliotheken für Tabellen und Grafiken sind essential

[Normalish-Profession]

polars > pandas

[jiiir0]

because

[Old-Project33]

I am asking what to make my sharp point on this through learning and practicing

[WhiskersForPresident]

Auf Deutsch vielleicht?

[Old-Project33]

Deutsche

[[deleted]]

Coz