Machine Learning Tutorial Python - 13: K Means Clustering Algorithm
K Means clustering algorithm is unsupervised machine learning technique used to cluster data points. In this tutorial we will go over some theory behind how k means works and then solve income group clustering problem using sklearn, kmeans and python. Elbow method is a technique used to determine optimal number of k, we will review that method as well.
#MachineLearning #PythonMachineLearning #MachineLearningTutorial #Python #PythonTutorial #PythonTraining #MachineLearningCource #kmeans #MachineLearningTechnique #sklearn #sklearntutorials #scikitlearntutorials
Code: https://github.com/codebasics/py/blob...
data link: https://github.com/codebasics/py/tree...
Exercise solution: https://github.com/codebasics/py/blob...
Topics that are covered in this Video:
0:00 introduction
0:08 Theory - Explanation of Supervised vs Unsupervised learning and how kmeans clustering works. kmeans is unsupervised learning
5:00 Elbow method
7:33 Coding (start) (Cluster people income based on age)
9:38 sklearn.cluster KMeans model creation and training
14:56 Use MinMaxScaler from sklearn
24:07 Exercise (Cluster iris flowers using their petal width and length)
Do you want to learn technology from me? Check https://codebasics.io/?utm_source=des... for my affordable video courses.
Next Video:
Machine Learning Tutorial Python - 14: Naive Bayes Part 1: • Machine Learning Tutorial Python - 14...
Popular Playlist:
Data Science Full Course: • Data Science Full Course For Beginner...
Data Science Project: • Machine Learning & Data Science Proje...
Machine learning tutorials: • Machine Learning Tutorial Python -1: ...
Pandas: • Python Pandas Tutorial 1. What is Pan...
matplotlib: • Matplotlib Tutorial 1 - Introduction ...
Python: • Why Should You Learn Python? | Comple...
Jupyter Notebook: • What is Jupyter Notebook? | Jupyter N...
Tools and Libraries:
Scikit learn tutorials
Sklearn tutorials
Machine learning with scikit learn tutorials
Machine learning with sklearn tutorials
To download csv and code for all tutorials: go to https://github.com/codebasics/py, click on a green button to clone or download the entire repository and then go to relevant folder to get access to that specific file.
🌎 My Website For Video Courses: https://codebasics.io/?utm_source=des...
Need help building software or data analytics and AI solutions? My company https://www.atliq.com/ can help. Click on the Contact button on that website.
#️⃣ Social Media #️⃣
🔗 Discord: / discord
📸 Dhaval's Personal Instagram: / dhavalsays
📸 Instagram: / codebasicshub
🔊 Facebook: / codebasicshub
📱 Twitter: / codebasicshub
📝 Linkedin: / codebasics
Watch video Machine Learning Tutorial Python - 13: K Means Clustering Algorithm online without registration, duration hours minute second in high quality. This video was added by user codebasics 04 February 2019, don't forget to share it with your friends and acquaintances, it has been viewed on our site 665,812 once and liked it 12 thousand people.