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Machine Learning Tutorial Python - 11 Random Forest

Random forest is a popular regression and classification algorithm. In this tutorial we will see how it works for classification problem in machine learning. It uses decision tree underneath and forms multiple trees and eventually takes majority vote out of it. We will go over some theory first and then solve digits classification problem using sklearn RandomForestClassifier. In the end we have an exercise for you to solve. #MachineLearning #PythonMachineLearning #MachineLearningTutorial #Python #PythonTutorial #PythonTraining #MachineLearningCource #MachineLearningAlgorithm #RandomForest #sklearntutorials #scikitlearntutorials Code: https://github.com/codebasics/py/blob... Exercise: Exercise description is avialable in above notebook towards the end Exercise solution: https://github.com/codebasics/py/blob... Topics that are covered in this Video: 0:00 Random forest algorithm 0:50 How to build multiple decision trees based on single data set? 2:34 Use of sklearn digits data set to make a classification using random forest 3:04 Coding (Start) (Use sklearn digits dataset for classification using random forest) 7:10 sklearn.ensemble RandomForestClassifier 10:36 Confusion Matrix (sklearn.metrics confusion_matrix) 12:04 Exercise (Classify iris flower using sklearn iris flower dataset and random forest classifier) 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 12 - K Fold Cross Validation:    • Machine Learning Tutorial Python 12 - K Fo...   Populor Playlist: Data Science Full Course:    • Data Science Full Course For Beginners | P...   Data Science Project:    • Machine Learning & Data Science Project - ...   Machine learning tutorials:    • Machine Learning Tutorial Python -1: What ...   Pandas:    • Python Pandas Tutorial 1. What is Pandas p...   matplotlib:    • Matplotlib Tutorial 1 - Introduction and I...   Python:    • Why Should You Learn Python? | Complete py...   Jupyter Notebook:    • What is Jupyter Notebook? | Jupyter Notebo...   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   📸 Codebasics Instagram:   / codebasicshub   🔊 Facebook:   / codebasicshub   📱 Twitter:   / codebasicshub   📝 Linkedin (Personal):   / dhavalsays   📝 Linkedin (Codebasics):   / codebasics   🔗 Patreon: https://www.patreon.com/codebasics?fa...