K-Means Clustering in Python - Machine Learning From Scratch 12 - Python Tutorial

Показать описание

Get my Free NumPy Handbook:

In this Machine Learning from Scratch Tutorial, we are going to implement a K-Means algorithm using only built-in Python modules and numpy. We will also learn about the concept and the math behind this popular ML algorithm.

~~~~~~~~~~~~~~ GREAT PLUGINS FOR YOUR CODE EDITOR ~~~~~~~~~~~~~~

📓 Notebooks available on Patreon:

If you enjoyed this video, please subscribe to the channel!

The code can be found here:

You can find me here:

#Python #MachineLearning

----------------------------------------------------------------------------------------------------------
* This is a sponsored link. By clicking on it you will not have any additional costs, instead you will support me and my project. Thank you so much for the support! 🙏

Patrick Loeber

Рекомендации по теме

Комментарии

thank you for the tutorial! it is very clear for both the concept explanation and coding !

arieljiang

Huge thanks for such an impressive tutorial. Glad I've found your channel

AlexanderShs

i love this videoooo too much this is the must to have in a datascientist toolkit

spider

Dude your video is heavily underappreciated . This video helped me a lot.

supratimmalakar

Thank! Good tutorial!
This is my first comment on YouTube. And I'm glad I left him for this video.

vovchikigrovoy

Great video!! I will look for dp mean next :P! but I will def look at more of your vid.

Jeryboulet

How can I obtain the centroids of the clusters? Is there any way I can print the centroids?

swarnendusekharghosh

How can I do this with a list of HEX colours I have made RGB colours? I want to reduce the cardinality.

gochasethesunset

Hello Python Engineer, I am trying to get the size of the clusters right after the first Iteration, can you help me with that?

ajinkyaindulkar

How do we implement this class for a dataset that we already have?

xdarshan

I have a question that X.shape here is a tuple which is (500, 2). when I use random.choice, the obtained value is always randomly chosen of 500 or 2. Shouldn't it be len instead?
thank you
self.n_samples, self.n_features = X.shape
random_sample_idxs = np.random.choice(self.n_samples, self.K, replace=False)

shengxinjin

Thanks for sharing! Keep it going).
By the way what the IDE do you use?

ttuyspu

how to pass latent space as input to this clustering program? please replyyy

manalihiremath

Hi, How can we perform the testing on the test data (new data) when we get it.

ArjunSharma-vyfv

Hello, I don't understand the part self.clusters = [ [ ] for _ in range(self.K)]. Is this creating a list with K elements? Such as if K = 5, then self.clusters = [1, 2, 3, 4, 5]?

bryanchambers

why pass in parameter when you created a class property with self.centroid in line 31.

laveenabachani

Hello! Thank you for this tutorial. I have a question: Is it necessary to write the code by scratch only using numpy? Why didn't you use sklearn module?

animuradyan

How can I choose a different distance measure, I would like to try Pearson as my distance measure? Thanks

chavianddavid

thank you very much Patrick.Huge thanks! Can you elaborate how the clustering would work on multidimensional data like the Iris dataset.How do we calculate euclidian distances in this case?

mkalantzaki

Thank you very much!
How to add label in each clusters and change the color? so in pyplot legend, there are names for each colors?
Example, there are 3 clusters, they are cluster 0, 1 and 2, those are integer, and i want to add label string to them like low, mid, and high.

muhammadalkahfi

K-Means Clustering in Python - Machine Learning From Scratch 12 - Python Tutorial

K-Means Clustering Algorithm with Python Tutorial

Machine Learning Tutorial Python - 13: K Means Clustering Algorithm

K-Means Clustering From Scratch in Python (Mathematical)

K Means Clustering Algorithm | K Means Example in Python | Machine Learning Algorithms | Edureka

K Means Clustering Algorithm | K Means In Python | Machine Learning Algorithms |Simplilearn

K-means Clustering From Scratch In Python [Machine Learning Tutorial]

StatQuest: K-means clustering

K-Means Clustering - Methods using Scikit-learn in Python - Tutorial 23 in Jupyter Notebook

*Customer segmentation analysis* using python

Python Machine Learning Tutorial #6 - K-Means Clustering

Image Segmentation with K-Means Clustering in Python

K Means Clustering Python

K means clustering using python

How to Perform K Means Clustering in Python( Step by Step)

Project 13. Customer Segmentation using K-Means Clustering with Python | Machine Learning Projects

K-Means Clustering Algorithm in Python | Practical Example | Student Clustering Example | sklearn

Clustering Método K-Means en Python (ENGLISH SUBTITLES)

K-Means Clustering in Python - Clients Segmentation with Unsupervised Learning

K Means Clustering Algorithm Example in Python - V1

K-means Clustering in Python

K Means Clustering Algorithm | K Means Clustering Python | Machine Learning Tutorial | Intellipaat

Python Machine Learning Tutorial #12 - Implementing K-Means Clustering

KMeans Clustering Algorithm Practical Implementation

How to implement K-Means from scratch with Python

Customer segmentation analysis using python