Amazing tutorial. Bro, you made my day. Lots of love from Pakistan.

@HackersRealm

Күн бұрын

Glad to hear that!!!

You are amazing bro. Don't have words to thank you. you have cleared my many concepts. Lots of love from UK and god bless you. 😊

@HackersRealm

Жыл бұрын

Thank you so much for your kind words ❤️

Thank you very much sir!!

This is very helpful. Excellent.

@HackersRealm

5 ай бұрын

Glad you liked it!!!

what an amazing video

This video helped me a lot. Thanks!

@HackersRealm

5 ай бұрын

Glad it was helpful!!!

Bruh I have a doubt..... please explain briefly..... These three techniques are used for trimming or capping outliers in the dataset...... But why don't we use only z-score to find outliers. Then what's the diff between these three techniques??

Thank you so much!!!. A question: in what type of distributions can the box plot be used? For example, if the data follows a uniform distribution, does it make sense to find outliers? What do you recommend me?

@HackersRealm

12 сағат бұрын

You can use box plot and check if there are any outlier for any distribution. If there is some outliers, do the processing, if not ignore it.

@ArniFuentes

11 сағат бұрын

@@HackersRealm thanks for your answer

Too good....and simple thanks a lot☺️🙏🏼

@HackersRealm

11 ай бұрын

Glad you like it sushmita!!!

@sushmitarawat6438

11 ай бұрын

@@HackersRealm could you suggest some paid internship which I can start off with the very next month

@HackersRealm

11 ай бұрын

@@sushmitarawat6438 For ML based internship, it's better to compete in hackathons or contest to get internship.. You could checkout hackerearth, techgig, etc., for that

@sushmitarawat6438

11 ай бұрын

@@HackersRealm ok

Good vedio... Do i need check for all the numeric columns one by one and perform capping operation??????

@HackersRealm

Жыл бұрын

You can use a loop to do it for all numeric columns at once...

Thank you so much, I have a question, do we need to do this process for each column one by one?

@HackersRealm

5 ай бұрын

yes, that's correct, you can use loops to automate this.

really a great explanation

@HackersRealm

3 ай бұрын

Glad you liked it!!!

Greate Tutorial!! Thanks a lot!! I have a question that How could I do it with the whole dataset? not a single one

@HackersRealm

Жыл бұрын

you can iterate the columns and process the whole data

@aniketlode4808

Жыл бұрын

@@HackersRealm So to iterate it we will be using for loop passing each column name as I??

@HackersRealm

Жыл бұрын

@@aniketlode4808 yeah

Very Great.

@HackersRealm

3 ай бұрын

Glad you liked it!!!

What about dealing with categorical columns in the context of outliers?

@HackersRealm

6 ай бұрын

I don't think there will be outliers in categories

Yo bro I m also learning ai and ml concepts I just need to work one some project or get the training in this Plz tell me if you can help

@HackersRealm

2 жыл бұрын

check the iris dataset analysis project in the playlist for start

what do you think is the best method out of these three ?

@HackersRealm

2 жыл бұрын

You can use any method as it's producing similar results, but instead of deleting samples, trim it in the range

Hii..my dataset has 19 columns and at least 10 colums shows outliers.. So do I have to perform this process for every column each time?

@HackersRealm

2 жыл бұрын

Yes it's better to do the process in a loop and fix it for better results

@avashchand9623

2 жыл бұрын

@@HackersRealm Can you kindly show this process too. Searching for it everywhere can't find it.

@HackersRealm

2 жыл бұрын

@@avashchand9623 what process you're referring?

@aniketlode4808

Жыл бұрын

@@HackersRealm I think he is asking for the process of looping the columns

@nihalkausar2215

2 ай бұрын

Pls after I have handled each column outlets how do I save it and which data frame should I continue using

why you decided to use residual sugar as a column to find outliers? any tips and tricks on which columns should be used to find outliers within the dataset?

@HackersRealm

8 ай бұрын

we can use boxplot or violinplot to find the outliers. You can see some dots outside the line which can be considered as outliers.

Which method is the most preferred?

@HackersRealm

Жыл бұрын

It's not about preference, it depends on where and which use case you're trying to solve

@madhulikasuman2803

3 ай бұрын

@@HackersRealm if there are 40% outlier then ?

@HackersRealm

3 ай бұрын

@@madhulikasuman2803 it depends on the nature of data, need to understand the domain, and see why this is the case. We could do some data transformation like log transformation to change it

My df is empty while finding the outliers. Any idea why it is so?

@HackersRealm

7 ай бұрын

which cell you faced the issue?

8:35 outliers=26