Massive respect mate!!! Thanks for sharing your knowledge
@MrKapilsingh3 жыл бұрын
I watched many videos but none of them has better explanation than yours. Great job!!
@Siddhardhan3 жыл бұрын
Thanks a ton, brother 😇
@onaopemipoAmobi2 жыл бұрын
You just solved a problem. Thank you for sharing this.
@samirpatel78922 жыл бұрын
easy understanding about the k mean clustering
@GoodLuckForever-wi9kb Жыл бұрын
Thanks Like Your method to teach basics alongwith advance topics. Appreciate
@kaiiiser73 жыл бұрын
You are an absolute savior
@Siddhardhan3 жыл бұрын
thanks 😊
@DigsHere Жыл бұрын
Sooo helpful. You gave explanation precisely with points. Thank you so much 👍🏻
@heitorandrade63873 жыл бұрын
Really good ! If you could provide in future an example of segmentation for a B2B business , it would be great. Thanks !
@mat90958 ай бұрын
Awesome video 💯💯...understood each and every line you said....just wonderful.....keep going...all the best 👍
@santoshr17082 жыл бұрын
Thank you sir. You are doing great work.
@manepallisaisanthosh37283 жыл бұрын
bro your videos are helping very much pls continue bro..and attach handwritten material it will help a lot
@Siddhardhan3 жыл бұрын
Hi! Thanks for your positive words 😇 I'll see what I can do about the notes
@ArtisticGautam3188 күн бұрын
Really Amazing!
@priyankathakur1691 Жыл бұрын
Thank u for making such good videos. PLease keep making more videos on different projects of other unsupervised learning models.
@ginnaamulya4613 жыл бұрын
Clear explanation 👍
@Siddhardhan3 жыл бұрын
Thank you 🙂
@PenAndSpecs0072 жыл бұрын
Awesome tutorial! Amazing and clear explanation.
@fatmamansour86063 жыл бұрын
excellent video and explanation too. Thank you so much and definitely will watch the rest of the videos.
@khushiprasad4 ай бұрын
Thanks for your amazing content❤🎉.
@victorialeigh27262 жыл бұрын
Hi Siddhardhan It's a really really nice lecture. Very considerate and detailed, explaining everything the learners need / want to know! Happy new year to you!
@Siddhardhan2 жыл бұрын
Thanks a ton! Happy New year!
@raveenachakrapani10903 жыл бұрын
Highly helpful. Awesome explanation !!
@Siddhardhan3 жыл бұрын
Glad to hear that!😇
@adityamahamuni73653 жыл бұрын
This one was superbly explained, especially the difficult to understand syntax of .iloc[ ] and one in the scatter plot too. Also I'm a huge fan of Data Visualisation, absolutely love it. I had a question: how can we plot a similar scatterplot using Seaborn? Could you please show it in one of the future Unsupervised Learning project videos? As always, thanks a lot!🙌🏻
@Siddhardhan3 жыл бұрын
sure! will do that. use sns.scatterplot( )
@adityamahamuni73653 жыл бұрын
@@Siddhardhan are all the arguments the same?
@rohinihrudhay56006 ай бұрын
Thank you so much man you really helped me a lot.
@farazrizvi4163 жыл бұрын
Love your videos man, you have a great way of explaining your code and the concepts. I wanted to ask 2 questions; firstly, does it make sense to add the array of clusters back to the original dataframe so you can identify which customers the clusters represent? It would make graphing the clusters easier and also allow you to optimize hyperparameters without needing to retype the code. Secondly, can you do videos on deploying models? I couldn't find any good videos of that. - Thanks a lot!
@KiddyKidz1672 жыл бұрын
So nice explanation
@csebreach85653 жыл бұрын
Can i use this in my resume and linked in profile .. If i use what are the hashtags and conditions to be followed..By the way you are supporting pillar to all upcomers for candidates like me.. thank you
@Siddhardhan3 жыл бұрын
hi! i don't demand any citation and credit. Just understand the project completely before putting it in your resume, so that you can answer the questions related to this project asked by the interviewer.
@csebreach85653 жыл бұрын
@@Siddhardhan thank you so much
@adarshn8043 Жыл бұрын
Super video and good explanation What is the accuracy
@Vartwol Жыл бұрын
Thanks . This one really helped Only one doubt ,how canwe display the clustered dataitems in tabular form instead of scatter plot?
@dineshjothiram36773 жыл бұрын
Your work was awesome and really appreciated sir.
@Siddhardhan3 жыл бұрын
Thanks a ton😇
@dineshjothiram36773 жыл бұрын
@@Siddhardhan sir in this project I can't understand KMeans syntax sir. (Video is blur sir)
@dineshjothiram36773 жыл бұрын
@@Siddhardhan sir in this project I can't understand KMeans syntax sir. (Video is blur sir)
@sachinvithubone42783 жыл бұрын
thanks for video. For clustering problem we no need to split data into train and test set? we are not used other features variables.. if in dataset having more columns then also we can use few columns?
@Siddhardhan3 жыл бұрын
we generally don't split the data for K-Means. if we want to predict new Values, we may need to split it. it depends... and yes, if we have more suitable columns, we would use them. let's say that there are 3 features. in that case, we would make a 3d scatter plot.
@sandipansarkar92112 жыл бұрын
finished watching
@AmitSoni-us7iq2 ай бұрын
Why we did not check for Outliers ?
@johnnyannan83412 жыл бұрын
Thank you very much
@gkakash47893 жыл бұрын
It's really helpful to me...
@Siddhardhan3 жыл бұрын
my pleasure 😇
@54-nileshparab96 Жыл бұрын
Do i need to scale independent variables before clustering?
@LoneWolf-rj1px2 жыл бұрын
Please show the silhouette score for unsupervised learning!
@kollukulurusaitharun76823 жыл бұрын
Mr Siddhardhan can u do a project on Handwritten Digits recognition with convolution neural networks.
@mohamedaskar4187 ай бұрын
Please post the vedio about DBSCAN projects bro
@manepallisaisanthosh37283 жыл бұрын
bro also upload a video on EDA and its DTALE tool
@Siddhardhan3 жыл бұрын
I'll try to include that in future courses
@copaceanubobi61013 жыл бұрын
i hope you make a project for image segmentation using k-means clustering algorithm .Thank you for all the projects done
@playatanu2 ай бұрын
Thanks
@rahulgaud4340 Жыл бұрын
Thanks a lot.
@newmail563 жыл бұрын
Sir i can't understand where in the entire code the centroid are being calculated before finding out the WCSS from the data set ?? please explain
@bhavyav83553 жыл бұрын
can u explain how the centroids are placed in the graph and how the labels like 0,1,2,3,4 is assigned to data points
@Siddhardhan3 жыл бұрын
hi! I explained it in a short way while implementing the model. you can check that out. I'll make a detailed video on this later while discussing about ML models. it's hard to explain it in the comments.
@NithyaHV Жыл бұрын
Hello Siddhardhan, How many dataset r u taking for Training and Testing?
@achyuthkayala2794 ай бұрын
Bro what are the pros and cons that made you to do this project
@prashu259253 жыл бұрын
Brilliant....thanks
@Siddhardhan3 жыл бұрын
You're welcome!😇
@debasmitadash99742 жыл бұрын
Is there any video explaining the theory of k-means clustering? I would like to watch that but couldn't find in your playlist.
@khansamar68892 жыл бұрын
can we use only one column i.e based on spending score?
@harinirk33653 жыл бұрын
Sir here you are comparing annual income and spending score here. If i want to compare all the attributes ( age, gender, annual income)vs spending score how to proceed sir? Can I get the code for that?
@Siddhardhan3 жыл бұрын
hi! I don't have the code for it at the moment. you can consider multiple dimensions. but you may not get proper clusters.
@manojchoukiker32323 жыл бұрын
your lecture series very good for understating and nicely explain, i request to you please increase the font size or increase the screen size. t very small font so its difficult to read. thanks sir . please continue....
@Siddhardhan3 жыл бұрын
sure! will look into it.
@toniiicarbonelll2873 жыл бұрын
amazing!
@gujaratfortunegiants826311 ай бұрын
I have a doubt... here for plotting the clusters we used 2 data in x array... but what if i have more than 2 features? plz suggest
@gaddipatisrikanth11773 жыл бұрын
sir i got an error while plotting elbow graph it was showing that X and Y should be in same dimension!! pl suggest what to do!!!
@ayushrai6543 жыл бұрын
What are the shortcomings in this project? Are there any areas of improvement in this project and what are they? Can you please suggest how can we make this project even better?
@Siddhardhan3 жыл бұрын
hi! you can do some model optimization. after that you can work on deployment.
@agnivamitra87752 жыл бұрын
Sir if we had more than two featured columns in k means clustering then how will we plot the clusters in multi dimension like 4d 5d?
@Yuvakishore296 ай бұрын
Sir can we keep these projects in our resume
@mohsinimam20482 жыл бұрын
How to use KMeans for more than 2 features?
@MuhammadKamran-ii4rh3 жыл бұрын
Hi bro glad to see but waiting for neural network video
@Siddhardhan3 жыл бұрын
hi! those will be covered in deep learning course.
@SHASHANK-u3i2 жыл бұрын
how to get accuracy in unsupervised learning?
@growingfire6 ай бұрын
Thanks a lot !
@ChandraKanthmamilla3 жыл бұрын
Thanks for uploading this video. Can you please upload a video on how this customer segmentation works in any domain with end to end implementation?
@Siddhardhan3 жыл бұрын
hi! I am planning to make videos on deployment after ML and DL course.
@ReginaLawrence-wu3ov Жыл бұрын
Thanks for your video sir.Would you pls share the dataset and source code 🙏
@AwanthaK3 жыл бұрын
Hi! Thanks for the content. Really appreciate your work. Can you do a video on ML project personality Prediction system by analyzing CVs? It would be really helpful.
@ieltswithtaru34113 жыл бұрын
Hi, how can we visualize the clusters it via tsne?
@Siddhardhan3 жыл бұрын
hi! you can go through this documentation: scikit-learn.org/stable/modules/generated/sklearn.manifold.TSNE.html
@tendulkartejesh3318Ай бұрын
Hello Brother. I'm going through all your Machine Learning playlist. I could find videos for Supervised Learning algorithms from Intuition, math behind it and building models from scratch. But I couldn't find the same for Unsupervised Learning algorithms brother. If there are videos regarding Unsupervised Learning algorithms from scratch. Could you please share the link here? Or else could you please do videos on Unsupervised Learning from Scratch, because that would be a great use to us bro. Could you please do videos on Unsupervised Learning too?
@melodylyricskannada3 жыл бұрын
Can we download the clustered file with Names,Ages?? if yes can you explain
@Siddhardhan3 жыл бұрын
I don't get you. can you please elaborate
@santanubhattacharya98656 ай бұрын
Feature scaling karna hoga..
@adiityabairwa34443 жыл бұрын
Sir please start one series(theory + projects) of Deep learning like ML... We are waiting...
@Siddhardhan3 жыл бұрын
hi! I'll make DL course separately after completing ML
@prithviraj23663 жыл бұрын
That was awesome video bro. Can you teach us like where to start and basics of Python. Like from the scratch to learn. thanks in advance
@Siddhardhan3 жыл бұрын
hi! you can learn from this playlist: kzbin.info/aero/PLfFghEzKVmjsNtIRwErklMAN8nJmebB0I it is from basics and also contains python basics.
@vedant38273 жыл бұрын
can i run the same code in ides like vs code??
@Siddhardhan3 жыл бұрын
yes, u can
@vedant38273 жыл бұрын
@@Siddhardhan can i link a csv file from drive directly to this code with its url??
@pushkarkulkarni68883 жыл бұрын
Doing a great job man! Can you suggest me a nice laptop for building complex ML and DL projects? Which laptop are you using?
@Siddhardhan3 жыл бұрын
hi! thanks for your positive words! I am using dell g5. i won't recommend it for Deep Learning. you can watch this video of Siraj Raval. He has explained which laptop is best for ML: kzbin.info/www/bejne/mqWpi6V8gLKchqs
@abhiskype52913 жыл бұрын
Sir please tell clear explanation of spending scores ? Spending score means what?
@Siddhardhan3 жыл бұрын
higher score means that a person is spending more money to buy more products.
@sashigole75883 жыл бұрын
Nice one really helpful!! Can you do anything on student performance predictions using machine learning ??
@Siddhardhan3 жыл бұрын
hi! I'll include it in my curriculum
@manojgattam84493 жыл бұрын
Bro do you have any report based on this project or any research Paper on this project?
@Siddhardhan3 жыл бұрын
hi! I don't make reports for my project videos
@manojgattam84493 жыл бұрын
@@Siddhardhan Bro Can you send your email so that I can contact with you?
@anandtalware2283 Жыл бұрын
I am confused, what if we have more than 2 features/columns,, then while plotting clusters,, then x[y_pred=0, 0] is for 1st cluster and 1st colum on x-axis,, then what about more than 2 columns while plots? I hope you would reply this comment and solve my confusion😢😢😢
@mahfuzkabirpulak11543 жыл бұрын
What are you using Pandas or Jupiter?
@Siddhardhan3 жыл бұрын
google colaboratory
@vismayabv4826 ай бұрын
Code to find accuracy for the model
@bhargavsolanki63863 жыл бұрын
Why didn't you run 10th shell?
@arshdeepwalia12513 жыл бұрын
Hey bro - do you teach? Ready to get classes
@Siddhardhan3 жыл бұрын
hi! I am mainly focusing on teaching in KZbin. at the moment, I am not giving individual tutoring.
@ragavanrs972 жыл бұрын
what is the main object of this project
@cherubyGreens3 жыл бұрын
Can you do a live session explaining ML projects?
@Siddhardhan3 жыл бұрын
hi! I haven't thought about it. I'll definitely consider that.
@pallapothubhargavramfromib22443 жыл бұрын
What video can we expect on Monday
@Siddhardhan3 жыл бұрын
Monday & Wednesday ML Course videos will be posted. this Monday, video will be on vectors & vector operations..
@Ash-hz7nc3 жыл бұрын
Why you are considering only the last two columns? you have to consider all the columns as gender and age play a role as well.
@Siddhardhan3 жыл бұрын
it's because I wanted to create a 2 dimensional cluster. and annual income is a good parameter to choose from. of course, you can consider more parameters as well.
@harshchandra4384 Жыл бұрын
But this data is labeled right?
@hammadyasir21743 жыл бұрын
kindly upload subtitle also
@Siddhardhan3 жыл бұрын
I'll include auto subtitles
@sandipansarkar92112 жыл бұрын
finished coding
@hhmmon55503 жыл бұрын
May I know your github account?
@hamzaarshad8952 Жыл бұрын
plt.scatter(clustering_data[y_pred==0,0],clustering_data[y_pred==0,1],s=50, c='green',label="cluster 1") plt.scatter(clustering_data[y_pred==1,0],clustering_data[y_pred==1,1],s=50, c='red',label="cluster 2") plt.scatter(clustering_data[y_pred==2,0],clustering_data[y_pred==2,1],s=50, c='blue',label="cluster 3") this code is showing an error sir. can you fix it? this is the error: TypeError Traceback (most recent call last) ~\anaconda3\lib\site-packages\pandas\core\indexes\base.py in get_loc(self, key, method, tolerance) 3628 try: -> 3629 return self._engine.get_loc(casted_key) 3630 except KeyError as err: ~\anaconda3\lib\site-packages\pandas\_libs\index.pyx in pandas._libs.index.IndexEngine.get_loc() ~\anaconda3\lib\site-packages\pandas\_libs\index.pyx in pandas._libs.index.IndexEngine.get_loc() TypeError: '(array([False, False, False, ..., False, True, False]), 0)' is an invalid key During handling of the above exception, another exception occurred: InvalidIndexError Traceback (most recent call last) ~\AppData\Local\Temp\ipykernel_17080\3756939222.py in 1 ## plotting all the clusters and their centriods: 2 plt.figure(figsize=(12,6)) ----> 3 plt.scatter(X[y==0,0],X[y==0,1],s=50, c='green',label="cluster 1") 4 plt.scatter(X[y==1,0],X[y==1,1],s=50, c='red',label="cluster 2") 5 plt.scatter(X[y==2,0],X[y==2,1],s=50, c='blue',label="cluster 3") ~\anaconda3\lib\site-packages\pandas\core\frame.py in __getitem__(self, key) 3503 if self.columns.nlevels > 1: 3504 return self._getitem_multilevel(key) -> 3505 indexer = self.columns.get_loc(key) 3506 if is_integer(indexer): 3507 indexer = [indexer] ~\anaconda3\lib\site-packages\pandas\core\indexes\base.py in get_loc(self, key, method, tolerance) 3634 # InvalidIndexError. Otherwise we fall through and re-raise 3635 # the TypeError. -> 3636 self._check_indexing_error(key) 3637 raise 3638 ~\anaconda3\lib\site-packages\pandas\core\indexes\base.py in _check_indexing_error(self, key) 5649 # if key is not a scalar, directly raise an error (the code below 5650 # would convert to numpy arrays and raise later any way) - GH29926 -> 5651 raise InvalidIndexError(key) 5652 5653 @cache_readonly InvalidIndexError: (array([False, False, False, ..., False, True, False]), 0)