Iris Dataset Analysis (Classification) | Machine Learning | Python

[@abhiavasthi624]

among the many youtube channels for newbies and new learners, you sir are a legend, very well explained.

[@HackersRealm]

Thanks for your kind words!!!

[@monicapereznogueras7383]

I've only seen 7 minutes of this video and I already love you!! Thank you very much for taking the time to explain all of this. I will watch all the videos on your list😍

[@HackersRealm]

Glad the videos are useful!!!

[@Broly_the_broccoli]

honestly this video is the bestttt i have seen many other videos but you sir nailed it !!

[@aarohigupta4286]

Module execute ni hore kya kare

[@boualisabrina8230]

Thank you very much for the detailed explanation # From Algeria🇩🇿 #😊🙌✨

[@HackersRealm]

You're Welcome!!!

[@sanchitarajapure9431]

The best explanation for beginners. thankyou so much :)

[@HackersRealm]

Glad you liked it!!!

[@ishanpathak2906]

Thnx a lot bro , this video made my day , honestly. Luv u bro 👍🏻👍🏻👍🏻 . Even Udemy mentors don't explain in such details.

[@HackersRealm]

Glad it was helpful!!!

[@b-lifestyle7263]

Thanks for your clear tutorial. However, I have a question about correlation. Based on the correlation table, since I am using K-means to cluster, I chose a pair with a correlation value that is neither too high nor too low. Therefore, I selected -0.11, which corresponds to SepalLengthCm and SepalWidthCm. But when I calculated the error using SSE in all cases, the pair with a correlation of 0.96 had the smallest error. Could you help me understand why? Thanks once again!

[@ibrahimahmethan586]

thank you very much, my question is which kind of supervised machine learning algorithms are used in this project?

[@HackersRealm]

all the algorithm used are supervised only!!!

[@jitendratrivedi7889]

Well explained. Request you to please post series only data cleaning/preprocessing/Mathematical /EDA operations in python..

[@HackersRealm]

I will definitely try to cover the concepts separately

[@mahaalsalman2323]

Thanks a lot for the very well and clear explanation , it is really help

[@HackersRealm]

Glad it was helpful😄

[@HensiThakkar]

I want to deploy this using flask so how to save model?

[@nicdemai]

You were getting 100% accuracy because the Jupiter notebook kernel stores the previous model so when you shuffle and re-train your KNN and Logistic model it effectively learns the new patterns and adapts to them. in the end, you end up testing on data it has already seen before.

[@HackersRealm]

each time when we are running the cell, the model variable is initialized again, so it won't use the previous model.

[@Aspirant017]

raising this error ValueError: could not convert string to float: 'Iris-setosa'

[@ca2hill]

This was amazing. Very useful!!! Thank you so much.

[@HackersRealm]

Glad it was helpful!!!

[@nikhilpingale2111]

very nice tutorial... easily understandable..... thnq soooooooo much

[@HackersRealm]

Always Welcome!!!

[@RahulRaj-cy1xb]

Thanks i got 100% accuracy

[@souhamahmoudi7745]

Thank you very much, that's super helpful !

[@HackersRealm]

Glad you liked the content!!!😄

[@mmt92]

Nice, one question how do you get a dropdown suggestions in the notebook, I can't get it?

[@HackersRealm]

try to press tab or shift+space to get suggestions!!!

[@chandanar8278]

Hi I was working in the same way on the google collaboratory. In the correlation part I enterd df.corr(), it says df is not defined. Can you please help me out?

[@HackersRealm]

you have to run the cells from the start, dataframe should be loaded...

[@chandanar8278]

@@HackersRealm Thank you so much Your vedio was very helpful

[@HackersRealm]

@@chandanar8278 Glad you liked it!!!

[@saturng5207]

Thanks buddy it was just awesome.

[@HackersRealm]

Glad it was helpful!!!

[@niteshprajapat7918]

The session was awesome.. I have worked on it before... But can you tell me where to start ML and Maths stuff , any channel name?

[@HackersRealm]

you can refer andrew ng course, or you can check the playlists in my channel that covers ml concepts

[@niteshprajapat7918]

@@HackersRealm ohk Sir, andrew ng's YT course is similar as coursera's course ?

[@HackersRealm]

@@niteshprajapat7918 yes

[@niteshprajapat7918]

@@HackersRealm ohk, Thank u Sir 😀😀

[@satyanshpandey5002]

it was awesome. thank yo so much sir

[@HackersRealm]

Glad it was helpful!!!

[@inxi8987]

Predict part?

[@HackersRealm]

you can check this video for prediction and deployment kzbin.info/www/bejne/aH3Uo5l7r9p8g80

[@kurmarao7971]

This video was good, but with accuracy how do you conclude what amount of species belongs to diff groups?

[@HackersRealm]

You can use classification report module to get a detailed report for each classes

[@banjofikayo]

Please can i use this same exact process for another dataset for example like a dataset that contains histological images that will be used to detect and classify colorectal cancer

[@HackersRealm]

for image dataset, you could use other projects which are similar in the playlist... or you could use some snippets from the projects for yours

[@firstlast-wz9jv]

very detailed explanation

[@HackersRealm]

glad you liked it!!!

[@Phoenix-ju8hf]

The video was great but i have a doubt what did we achieve at the end after applying so many model like what we did to data or changed something or classified them what did we do at end what is the reason why we trained the model i am a newbie

[@HackersRealm]

you can use the model to classify the flower type based on the input. check this video for remaining part kzbin.info/www/bejne/aH3Uo5l7r9p8g80

[@Phoenix-ju8hf]

@@HackersRealm thankyou soo much ❤️

[@Manu-fz3ud]

Sir how to link front end to the code. While we give input it is not responds tell the solution.

[@HackersRealm]

for frondend, you can use flask to send the data for the model to predict, but it's a long process as you have to create some functions for processing

[@tudorradu5848]

great tutorial

[@HackersRealm]

Glad you liked it!!!

[@__8rt_for_life__]

Hi sir were did u get csv file because when i am trying it, its shows that no such file in content

[@HackersRealm]

you can get it from the github code repo also

[@__8rt_for_life__]

Thnx sir i got it ✌🏻

[@liamjeske9799]

Part of the video is severely distorted when I attempt to watch it but when I hover over a piece of the video with my mouse, a preview of what the video should be appears clear.

[@HackersRealm]

i think the video is clear, it may be an network issue or in youtube. Please check it again as I didn't get the issue so far

[@Pawan8340]

First of all How I can i download this iris dataset as CSV file. I am facing lots of problem.

[@HackersRealm]

You can get it from the github repo in the description, it's easy

[@ramyasri6845]

Well explained

[@adityaraj-j9k4t]

sir df.corr() gives error, that cannot convert string into float please resolve the issue

[@Yett1hhh]

df = df.select_dtypes(include=[float,int]) df.corr() this worked for me

[@HackersRealm]

this code will work

[@mohamedessam1473]

Thank You Mam

[@alamazahreh6423]

hey sir, thank you for the amazing video! is there a video how to handle csv files in os, i want to import data from os, a set of csv files and visualize them any video please or documentation

[@HackersRealm]

you can see dogs vs cats classification and some other project videos, I have loaded data using os module and processed it

[@alamazahreh6423]

@@HackersRealm thanks for your reply, but in your video you have 2 files what if i have 3 files, the if is goning to be different how can i write my if please?

[@HackersRealm]

@@alamazahreh6423 you can add elif statement; you have to change the logic accordingly!!!

[@alamazahreh6423]

@@HackersRealm ok!!!!!

[@chytrams9217]

is this DECISION TREE based ??plz reply

[@HackersRealm]

I used different algorithms for this project

[@brandonzamani8344]

Decision Tree and 3 other models are discussed.

[@--CSEMusfiraYaseen]

Hi sir. I'm working on collaboratory. It's giving an error if I go with "species" how will it be resolved?

[@HackersRealm]

it doesn't matter what you use, the flow remains the same after loading the dataset

[@yanamalaneelima2905]

df.corr() , it's showing value error , how to rectify it sir?

[@HackersRealm]

Could you drop the output column and try again?

[@mr.khateeb6967]

Create a new Variable Name ex iris=df.drop(columns="Species") And apply Correction iris.corr () This will work

[@bhawanashukla790]

ValueError: could not convert string to float: 'Iris-setosa' I am getting this error while applying the correlation by writing a code df.corr( ) could you please explain how to fix it.

[@HackersRealm]

Try to remove the colomn, or convert that column using label encoding

[@thequitecat3934]

@bhawanashukla790 same here. did you solve it ?

[@ayushsonkar1788]

did u solve the problem? How?

[@Ally.076]

Solution is df = df.drop(columns = ['Species'])

[@akshatverma838]

@@Ally.076 where shoul i put this line of code

[@Chick0714]

tqs for video

[@yashpandit1980]

in scatterplot the representation of all the the 3 colors is not executing....1 color is missing

[@HackersRealm]

you can mention any color you want, of the 3 colors

[@dhanabommakanti3620]

do we have to download the csv file to run the notebook

[@HackersRealm]

yes

[@dhanabommakanti3620]

I'm running jupyter notebook using classification algorithm.... and I have worked on histograms, scatterplots and heatmaps.... i have a doubt in here.... that can we also draw pie charts and box plots using the same data? And is there any perception like we can plot only some type of plot based on the data we have or we can plot all type of plots?

[@HackersRealm]

@@dhanabommakanti3620 it depends on the analysis you want to do, if you create box plot here, you can check for outliers. Each plot has specific insights we can get

[@srishtychauhan2764]

What is the point of shuffling?

[@HackersRealm]

it will trained the data from different points

[@Manabadikavali]

Good teach knowledge

[@HackersRealm]

Thanks for your kind words!!!

[@bonyy07]

shouldnt we drop the duplicate rows ?

[@HackersRealm]

is there any duplicate rows in the data? i think the total data is 150 only

[@Pratyush_Chourasia]

Thank u sir♥️♥️

[@HackersRealm]

Glad you liked it!!!

[@pritam.3740]

Thanks brother

[@HackersRealm]

😇😇🤩

[@anvithkumar1055]

please continue series bro

[@HackersRealm]

This week, will post a video for regression project

[@aqarabhusnain1271]

how I can convert my data (from excel) to iris dataset.

[@HackersRealm]

you can read the excel using pandas and use the same workflow

[@aqarabhusnain1271]

@@HackersRealm will you provide a link please

[@HackersRealm]

@@aqarabhusnain1271 there is no link for this, instead of read_csv, use read_excel

[@beautifulworld9293]

Too good

[@HackersRealm]

Glad you liked it!!!

[@adithyakrishnan.r2266]

bro if i am doing as a project how to proceed it

[@HackersRealm]

It is a project, i didn't get what you are asking....

[@AakashJacobs]

Nice tutorial. ❤️

[@HackersRealm]

Thank you! 😊

[@ramavathpriyanka7289]

Im not getting the scatter plot properly i.e, Im not getting all the three points pointed can any one pls help me out

[@HackersRealm]

what error you are facing?

[@thequitecat3934]

At first I got the same problem. But in my case I have written the flower name incorrectly so after correcting It got fixed.

[@HensiThakkar]

How to save the model using pickle?

[@HackersRealm]

you can normally store it using the model variable

[@HensiThakkar]

@@HackersRealm can u plz tell me how to do?

[@HackersRealm]

@@HensiThakkar Please connect through linkedin or insta for further queries!!!! Link in the description

[@aarohigupta4286]

Upar ke modules execute ni hore ????kya kare?

[@HackersRealm]

which part is not executed?

[@aarohigupta4286]

Accuracy bar bar 100 aarha h

[@aarohigupta4286]

In last code I got 95%accuracy instead of 93 is this correct?

[@HackersRealm]

@@aarohigupta4286 yeah, the train test split might change each time if we run, so it's not an issue, to replicate same results, you can use random state in train_test_split.

[@sasivardhanbonthu8159]

explained better than edureka

[@HackersRealm]

Glad it was helpful!!!

[@jameshopkins3541]

I need an explanation. I got Nothing until now

[@HackersRealm]

which part is confusing for you?

[@satyanshpandey5002]

sir here i'm facing error AttributeError: module 'matplotlib' has no attribute 'scatterplot'

[@HackersRealm]

try to reinstall the module using pip, that may help

[@AK-cy3ql]

[Errno 2] No such file or directory: 'iris.csv'

[@HackersRealm]

place the dataset file in same directory as the notebook file

[@AK-cy3ql]

@@HackersRealm yes I did that, but I thought that dataset was inbuilt in the library and does not need to be downloaded separately and placed in the directory

[@HackersRealm]

@@AK-cy3ql no for this one, you have to place in the directory

[@ankitachauhan6037]

Awsm video can u check your dm actually i want to ask something related to AI course please check ur dm

[@Hashim4x]

🤍

[@saviovnn]

starts adding PLSSSSS caption

[@HackersRealm]

it will automatically generated by youtube

[@saviovnn]

@@HackersRealm you are not, you have to enable it, add to the other videos thx

[@HackersRealm]

@@saviovnn it's enabled, it will take some time to generate actually