NumPy vs Pandas

Рет қаралды 131,499

Жыл бұрын

Data analysis using Python; ibm.biz/Using_Python
Beginner's guide to python; ibm.biz/Python_for_beginners
If you've heard of Pandas and NumPy, you may think one is simply a superset of the other. If so, you're not wrong, but there's more to these two Python-based data analytics packages than that. In this video, Martin Keen explains their relative strengths and ends by offering recommendations on the best approach for adopting one framework versus another.
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#AI #Software #Dev #lightboard #IBM #MartinKeen #Numpy #Pandas #python

Пікірлер: 85

@jamesharrison149 Жыл бұрын

Came for the python chat, stayed for the Pink Floyd references

@jaroslavradmir1987 11 ай бұрын

This is undoubtedly the most entertaining and educational video I've encountered on such a complex subject. It cleverly incorporates dad jokes and Pink Floyd references within the initial 60 seconds. I'm absolutely enamoured by it!

@jay_wright_thats_right 5 ай бұрын

I don't think a comparison video is a complex subject. LOL

@mooneymakes359 Күн бұрын

@@jay_wright_thats_right if it talks like a duck then it probably quacks in termination mode

@erickeft Жыл бұрын

Thanks for giving us this kind of content, I really love to watch these videos from IBM

@tyronefrielinghaus3467 Жыл бұрын

This particular IBM presenter is the best!!!

@rudiklein Жыл бұрын

I wouldn't mind watching a similar video on seaborn vs matplotlib vs plotly. I find it difficult to choose one of these libraries as my primary goto library. Using all of them is complicated because the syntax and use varies.

@alkadoHs Жыл бұрын

I like this teacher as he explain things very clearly

@tonymaloney7096 6 ай бұрын

What's far more amazing than this guys insight into coding languages and concepts, is his seamless ability to write things down on a "window screen" backwards so proficiently. Imagine the pure calligraphy of his "forwards" handwriting

@IBMTechnology 6 ай бұрын

See ibm.biz/write-backwards

@sanuyadav-ys3fb Жыл бұрын

amazing explanation! Pls continue to bring such more videos

@jonnysolaris Жыл бұрын

Loving the Pink Floyd references, Comfortably NumPy, and Any Colour You Like😁

@akhilbodi1470 Жыл бұрын

Thank You And We Need More Like This!

@daftsteez Жыл бұрын

Didnt expect a homebrew youtuber to pop up in an IBM vid in my feed 😂

@petermilenkovic3058 Жыл бұрын

I was waiting for a home brew recipe 😂

@davidntumba2447 7 ай бұрын

Excellent delivery

@raghavsharma4398 Жыл бұрын

Sir, could you please make a video on understanding YOLO architecture and its various versions or start a playlist on deep learning

@khalidelgazzar 5 ай бұрын

Very good explanation 😊 thank you!

@Musicman9492 Жыл бұрын

Why is this pillar of Homebrew KZfaq being served to me in a video outlining data analysis via downstream Python programs?

@karengomez3143 Жыл бұрын

Not very much python libraries related, but I was already thinking Jeff’s videos had R. References, especially Dogs of war (even though that’s from Gilmore I believe…) but now I’m sure there’s Pink Floyd references everywhere :)

@Ballbagsaggins Жыл бұрын

KZfaq pretty much has me pegged. The homebrew challenge guy chatting about data science libraries.😉

@HBgv5830 Жыл бұрын

Well done! Thanks a lot.

@wpouser Жыл бұрын

The background of Pandas just change, now is Apache Arrow, but good content by the way.

@davidring5071 Ай бұрын

Thank you

@boredgamesph4872 3 ай бұрын

7,8,9 have special relationship. In positive integers they are the only have the pattern of prime,cubed,squared. P,P+1=N³,P+2=M²

@stranger_in_this_town 21 күн бұрын

Thankyou

@ati43888 Ай бұрын

thanks

@renoob879 Жыл бұрын

Me, running straight to my Jupyter Notebook to find out why 789: 🏃🏃🏃

@tineocedric 4 ай бұрын

what is this 789 reference?

@Syed-A-Rizvi 8 күн бұрын

can anyone tell me how is this video made?

@anirbanc88 Жыл бұрын

please do a video on sklearn, tensorflow, pytorch please!!!!!!!

@peace_truth1471 Жыл бұрын

Amazing explanation. I’ve been crafting my own peogramming « tools », ignoring the libraries available, but that’s definitely the wrong approach as it makes developing a lot more time consuming :/ I’ll learn numpy and then move to pandas if needed :)

@esclavodeluna8000 Жыл бұрын

Did you do this in production? Or just learning

@change2change Жыл бұрын

Sir, how did you write on the screen? How have you positioned yourself while writing on the screen? Seems like you are a leftie but writing direction appears to be right to left ! Great ! Learned a lot. Asked out a curiosity. 😊😊

@LoveYourFamily2 Жыл бұрын

My guess is, he is probably writing on a huge glass, and the camera is on the other side of the glass. And before uploading, the video is "mirrored" in an editor.

@Adrian-jn9ov Жыл бұрын

@@LoveYourFamily2 that is correct. It was explained by this channel sometime ago

@IBMTechnology 11 ай бұрын

See ibm.biz/write-backwards

@normaltaro Жыл бұрын

1:00 PYTNOV

@muhammadyousifjamali3491 Жыл бұрын

Good explanation But I want to ask from those who are already related to tech specially ai that which languages are better for an ai developer/researcher instead of python which languages we ought to learn Java C++ R I know python is fundamental and essential Thanks in advance

@stopdog10 Жыл бұрын

Tensorflow (A famous AI (machine learning) framework) uses python for the users to input their data and parameters, but the backend or where the real work is done is written in C++ as it is a faster, more optimized language. So if you were to build your own framework, which I wouldn't recommend, I would use C or C++. However if you are just going to work with the amazing and already available tools then python is your way to go.

@alkadoHs Жыл бұрын

Actually it's R , though Java and C++ is best too but it's much harder to use them.

@Tri-Technology Жыл бұрын

The programing language Julia is quite interesting. It's faster than python, but you can also call python scripts/functions with a package called PyCall. The question about programing languages is always what you wanna do and who is working with you. Most people know Python, so it's the easiest consensus. Are you working alone, but you want to optimize speed on a very complex level C++ is your way to go. Most of the times Python is just enough so I would focus on improving your skills there and if you need more optimization go for something like C++/C# and for analysists R & Julia could be the best ones but Julia did not have it's break through yet.

@karannchew2534 Жыл бұрын

Pronounced as PythON or PythUN?

@acerboy2297 7 ай бұрын

Wow cool

@smanzoli Жыл бұрын

I love Numpy and Pandas. And WOW, for some time we have CUPY (it´s Numpy for GPU, much faster) and POLARS, which is also much faster than Pandas. Try these out!!!

@enriquebruzual1702 7 ай бұрын

What do you mean vs, panda depends on Numpy

@keemsmiledentistry4376 Жыл бұрын

Start with numpy! look for the features you are most likely to need and if that answer leads to you to panda………….

@Rapha_Carpio 5 ай бұрын

I feel making a comparassion between NumPy vs. Pandas is wrong, because Pandas is based on NumPy, and it's more to manage data and different kind of documents, meanwhile NumPy it's more mathematical stuff, in a regular day as a data analyst or data science you can use both easily in the same project.

@aliyananwar7633 Жыл бұрын

I am coding a trading bot using numpy custom built function for moving average exponential moving average and min max sliding for float arrays. 😊 numpy is faster

@hedonicas Жыл бұрын

Wish "Pandas 2.0 vs Polars" were here.

@maheshm1225 Жыл бұрын

There are many but understanding simple is much beter unless u are very egur to

@IBMTechnology Жыл бұрын

Thank you for the suggestion! We'll consider it.

@Doggy_Styles_Coding 3 ай бұрын

why not numpy and pandas ? There are a lot of synergies if you know both

@GreenCrap24 Жыл бұрын

julia vs jax please!

@WarbossPepe 7 ай бұрын

I wonder how many pink floyd puns he managed to squeeze in

@prashanthb6521 Жыл бұрын

I abandoned PANDAS because it was slow. I wrote my own task specific functions from scratch. But with cython as you have said here, I might have second look.

@kmind71 Жыл бұрын

Data science is great and all but have you ever considered home brewing? ;)

@jonathanwebber2041 Жыл бұрын

My guy writes better backwards than I do forwards 😅

@IBMTechnology Жыл бұрын

See ibm.biz/write-backwards

@radimkozl3270 6 ай бұрын

Better is compare numpy || xarray and pandas || polars || PySpark ...

@philipberthiaume2314 Жыл бұрын

I'm a daily user of Pandas, but do use Numpy expressly for subroutines to manipulate data to a format I need, as necessary. I find it rare that I will use Numpy on its own.

@JamesClemones 11 ай бұрын

Does he have to write everything backwards?

@IBMTechnology 11 ай бұрын

See ibm.biz/write-backwards

@JamesClemones 11 ай бұрын

@@IBMTechnology ah so simple...and cool

@colinhuang2325 Жыл бұрын

Ty, first comment in a row!

@JohannesReppin Жыл бұрын

Do a triangle test to see if users can tell the difference 😂 sorry, overlapping interests I guess 😬

@emdo8437 Жыл бұрын

This is way too in touch to be produced by a company

@lwwells 5 ай бұрын

Comfortably Numpy. Lol

@techroot-games 5 күн бұрын

Nice animations, but feels like about 3 minutes from those 6 was wasted for the sake of showing them off

@justwanderin847 Жыл бұрын

Julia is pretty fast

@AnikBanerjeeliveforfun Жыл бұрын

This guy is surely a Pink Floyd fan

@LambdaHL113 11 ай бұрын

Im too

@menonsunil 15 күн бұрын

Comfortably Numpy 😅

@mamadturaan Жыл бұрын

First comment 😎

@learndatabending182 Жыл бұрын

You may not know Polars outperform Pandas, and Peaks prepares to outperform Polars.

@albertakuamoah3227 Жыл бұрын

The reason 789 was because needed to eat a 3 squared meal

@Njubish Жыл бұрын

Ugh, I don't know what's worse... his 789 and comfortably numbpy jokes, or that I found it to be funny. I hate myself.

@waytospergtherebro Жыл бұрын

Pandas was written by people who are very deeply concerned with job security.

@MM-uh2qk Жыл бұрын

Why do you say so?

@paulpach Жыл бұрын

This guy speaks English but writes doctor.

@thatinstant Жыл бұрын

Good explanation. Sloppy handwriting, though.

@dixztube Жыл бұрын

Haskell is better!!!!!!

@dermagier4942 3 ай бұрын

bist cool mit dem spiegelverkehrt schreiben ! NICHT !

@martinmengh Ай бұрын

what a useless video ... 100% generality, showing absolute NOTHING in detail, no examples of any kind given ...

@Bromosexxual 8 ай бұрын

Comfortably NumPy with the Pink Floyd references