Machine Learning Tutorial Python | Machine Learning For Beginners - 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/master/ML/13_kmeans/13_kmeans_tutorial.ipynb data link: https://github.com/codebasics/py/tree/master/ML/13_kmeans Exercise solution: https://github.com/codebasics/py/blob/master/ML/13_kmeans/Exercise/13_kmeans_exercise.ipynb 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=description&utm_medium=yt&utm_campaign=description&utm_id=description for my affordable video courses. Next Video: Machine Learning Tutorial Python - 14: Naive Bayes Part 1: https://www.youtube.com/watch?v=PPeaRc-r1OI&list=PLeo1K3hjS3uvCeTYTeyfe0-rN5r8zn9rw&index=15 Popular Playlist: Data Science Full Course: https://www.youtube.com/playlist?list=PLeo1K3hjS3us_ELKYSj_Fth2tIEkdKXvV Data Science Project: https://www.youtube.com/watch?v=rdfbcdP75KI&list=PLeo1K3hjS3uu7clOTtwsp94PcHbzqpAdg Machine learning tutorials: https://www.youtube.com/watch?v=gmvvaobm7eQ&list=PLeo1K3hjS3uvCeTYTeyfe0-rN5r8zn9rw Pandas: https://www.youtube.com/watch?v=CmorAWRsCAw&list=PLeo1K3hjS3uuASpe-1LjfG5f14Bnozjwy matplotlib: https://www.youtube.com/watch?v=qqwf4Vuj8oM&list=PLeo1K3hjS3uu4Lr8_kro2AqaO6CFYgKOl Python: https://www.youtube.com/watch?v=eykoKxsYtow&list=PLeo1K3hjS3uv5U-Lmlnucd7gqF-3ehIh0&index=1 Jupyter Notebook: https://www.youtube.com/watch?v=q_BzsPxwLOE&list=PLeo1K3hjS3uuZPwzACannnFSn9qHn8to8 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=description&utm_medium=yt&utm_campaign=description&utm_id=description 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: https://discord.gg/r42Kbuk📸 Codebasics Instagram: https://www.instagram.com/codebasicshub/ 🔊 Codebasics Facebook: https://www.facebook.com/codebasicshub 📝 Codebasics LinkedIn: https://www.linkedin.com/company/codebasics/ 📱 Codebasics X handle: https://twitter.com/codebasicshub 📸 Dhaval's Instagram: https://www.instagram.com/dhavalsays/ 📝 Dhaval's LinkedIn: https://www.linkedin.com/in/dhavalsays/ 📱 Dhaval's X handle: https://x.com/dpcodebasics