⬇️ Get the files and follow along: https://bit.ly/3QEoa3f My free crash course on decision trees: https://bit.ly/DecisionTreesWithPython My free crash course on tuning decision trees: https://bit.ly/TuningDecisionTreesWithPython Machine learning with the random forest algorithm is the perfect place to start your data science journey! This tutorial video will teach you how the random forest algorithm works and how to train random forest models using Python in Excel. ☕ If you found this content useful and would like to support the channel, you can buy me a coffee: https://www.buymeacoffee.com/DaveOnData -------------------------------------------------------------------------------------------- VIDEO CHAPTERS -------------------------------------------------------------------------------------------- 00:00 Intro 01:48 Decision Tree Variance 07:23 Real-World Decision Trees 08:47 Random Forests Are Ensembles 10:04 Manufacturing Independence 11:10 Bagging 17:21 Feature Randomization 22:01 The Dataset 24:20 Preparing the Data 28:08 Training a Random Forest 33:30 Analyzing OOB Predictions #pythoninexcel #pythonexcel #pythonforexcel