ML Class 02: Tools for Data Science

Nafees AI Lab

Data science relies on a diverse toolkit for data handling, analysis, and visualization. Popular tools include programming languages like Python and R, data manipulation libraries like Pandas, data visualization tools like Tableau and Power BI, and machine learning frameworks like TensorFlow and Scikit-learn.

Transcript

00:00This is Leonardo Da Vinci.

00:04Leonardo Da Vinci,

00:05whether it's a painter or sculptor,

00:11he can't do it without any tools.

00:13He can't paint and brush.

00:15He can't do it without any tools.

00:19Tools are a machine learning engineer,

00:24a machine learning or data scientist.

00:26These are very crucial.

00:29Imagine that Leonardo Da Vinci has two options.

00:39The first option is that he has a tool box.

00:42You can see that he has a tool box.

00:43And he has a tool box.

00:45This is the second option.

00:48The second option is that he has a brush.

00:53He has two options.

00:59This is the first option.

01:01If you cut and delivery box box,

01:03this is the first tool box box.

01:05We have a brush box box.

01:06If you pull your brush box box box box box,

01:07this is the second option.

01:09The second option box box box.

01:10Can you delete the user box box box ,

01:12maybe you should delete the Cisco box.

01:13Then you can delete the so-called data science box box.

01:16We have a compromise that we need to make.

01:19So, now we have a concept of data science.

01:25Now, we have a conversation with you.

01:28We have a conversation with you.

01:28We have a framework of learning.

01:32There are two departments.

01:35One is data analysis.

01:39And the other is machine learning models itself.

01:44So, I will say that machine learning.

01:48So, two models are.

01:50You can understand it.

01:51If you have a tool kit, you have a tool kit.

01:55You can understand it.

01:57You can understand it.

02:00These two are boxed.

02:04Now, you have two options.

02:07You can see all tools in your office.

02:12And if you have a box, you can understand it.

02:15So, this environment is called anaconda.

02:19Anaconda, these tools, these tools, you can see all of them.

02:23These are all of them.

02:25However, the problem with anacone GB is a set-up.

02:29Very heavy.

02:30Just like I have to tell you.

02:32Very heavy set-up.

02:34You can see it.

02:35For example, it's a full-fledged tool box.

02:38Okay.

02:39So, this is anaconda.

02:39اچھا ایک تو option یہ ہے

02:42دوسرا option میں نے بتایا کہ

02:44لازمی نہیں ہے کہ آپ

02:46پورا بقصہ بند کریں اور ساتھ لے جائیں

02:48ہو سکتا بقصہ اٹھانے کے قابل نہ ہو

02:50آپ کے پاس اتنی طاقت نہ ہو

02:52آپ کے laptop میں اتنی space نہ ہو

02:55یا پھر آپ

02:56کوئی اتنے tools کی ضرورت نہ ہو

02:58تو کیا اس کا کوئی دوسرا option

03:00available ہے

03:01تو اس کا ایک اور option available ہے

03:04اور اس option کو کہتے ہیں

03:06mini conda

03:08so mini conda basically

03:11anna ko nikal ke

03:12aap mini lagate hai

03:14mini

03:14aap mini conda bane jata hai

03:16aap mini conda or anna conda

03:18me kya fark hai

03:19anna conda tha 3 giga ka

03:21aap mini conda

03:23hai 200 MB ka

03:26aap bata ye

03:27aap problem ye hai

03:29aap mini conda

03:32me

03:33packages aap ko nahi milenghe

03:36tool box ki example

03:39yaad anna mini conda

03:40me aap yun semjie

03:41aap eek brush

03:42or eek paint leke jara hai

03:44aap brush

03:46or eek paint leke jara hai

03:47baki box

03:49aap s ghar chowd ke jara hai

03:51aap

03:53aap

03:54aap ko dho option

03:55me kata ho

03:57yaar yee dhekho

03:58dho option hai

03:59jau to pura ka pura baksa

04:00le jau

04:01sath mein

04:01lekin woh heavy ho ga

04:02ya pher

04:04eek or option hai

04:05tu mishterah karo

04:06ki eek brush

04:06or eek paint leke jau

04:07leken mein

04:08tumhye

04:09eek

04:10servant

04:11sath dhe raha

04:11iska naam

04:12hai

04:13eek servant

04:15thik hai

04:15aur

04:16is

04:17servant

04:18ka naam

04:18hum

04:19rakh rakh rahe

04:20hai

04:20let's say

04:21mister

04:22konda

04:23thik hai

04:25konda

04:26so I am saying that if you have a space here, if you have a space in my opinion,

04:36however, if I am a mini conda install, mini conda with me,

04:42I am going to buy a library, I have a tool to get better,

04:48so I am going to buy a option.

04:50I am saying that if you have a mini conda,

04:52Have a lifetime libraries

04:54If you ask me about this

04:56So, that's a conda

04:57I can tell you as a servant

04:58I've got a conda

04:59I've got a conda

05:00Servant side

05:01I've got a conda

05:02So, let's say

05:06I guess if any library

05:07I've got a tool

05:08To have a conda

05:09I've got a conda

05:10Do you know how to get this?

05:12Do you know how to get this?

05:14Do you know how to get this?

05:15What kind of things

05:17Where libraries

05:18Those are not just

05:20You manage

05:21We can install it.

05:23You can install it.

05:25We can install it.

05:27You can do total library.

05:29You can download it.

05:31You can download it.

05:33You can download it.

05:35You can download it.

05:37You can use a servant to save it.

05:39Now, you can use it.

05:41You can choose what's wrong with it.

05:44You can do it.

05:45Because you have all the new command.

05:47You have to install it.

05:50konuda آپ نے choose کیا من mini konuda

05:52اب آپ کو ضرورت پڑی

05:54لکھی لئے آپ کے پاس

05:56Mr. konuda موجود تھا

05:57تو آپ نے کہا Mr. konuda

05:58جی sir

05:59چل بھئی فلانی library میرے لئے لیا

06:02میں وہ بھول گیا ہوں

06:03تو یہ دوڑ کے جائے گا internet کے اوپر

06:05install کرے گا آپ کے لئے

06:06تو ہم لوگ basically

06:08اس mini konuda configuration سے جائیں گے

06:11اور اس کے ساتھ konuda

06:12already آتا ہے

06:14اور جو بھی ہمیں بعد میں

06:16libraries required ہوں گے

06:17ہم ان کو install کرتے جائیں گے

06:19صرف بھی Mr. konuda کو کہیں گے

06:21یار Mr. konuda فلانی library لیا

06:22یار Mr. konuda فلانی library لیا

06:24تو آپ نے اس چیز پہ ذہن

06:26اس چیز پہ دھیان رکھنا ہے

06:28یا پھر ایک full-fledged

06:30انہیں بھاہ approach ہے

06:32اینہ کونڈا install کرو

06:34چالو بھئی

06:35اگر اینہ کونڈا install کرو

06:37چالو بھئی

06:39اگر 3 gigs آپ کے پاس space ہے

06:40اینہ کونڈا install کریں

06:41and you are good to go

06:42you never need anything

06:44anyway

06:45ہم start کریں گے

06:47mini konuda سے

06:48and then we will build it

06:49up

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