Random Forest Explained | Random Forest Algorithm in Machine Learning | Data Science | Intellipaat

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If you're interested in machine learning, you've probably heard of "Random Forest". In this video on Random Forest Algorithm in Machine Learning, we'll explore what Random Forest is, how it works, and how it can be used in various applications.
Random Forest is a popular machine learning algorithm that is used for classification, regression, and feature selection tasks. It is a type of ensemble learning method that combines multiple decision trees to make more accurate predictions. Each decision tree is trained on a subset of the data and a random subset of features, which helps to prevent overfitting and improve generalization.
Whether you're new to machine learning or an experienced practitioner, this video will provide a comprehensive overview of Random Forest and its applications. So sit back, relax, and let's dive into the world of Random Forest!
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🔵 Following topics are covered in this session:
0:00 - Introduction
1:19 - What is Random Forest?
3:23 - Concept of Decision Tree
5:34 - Working Details of Random Forest Algorithms
12:16 - Advantages & Disadvantages of Random Forest Algorithms
16:55 - Hands-On Demo for Random Forest
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[@exiphykiller8438]

Please do add time stamps for different things you cover in coding too. Like there was section where you covered Hyperparameter-tuning. Would help keep track of things in first place as a viewer.
Session was awesome👌

[@Intellipaat]

Sure! We'll do it. Meanwhile, Do like, share & subscribe to our channel to get updates on upcoming videos.

[@sign884]

Knowledgefull things

[@Intellipaat]

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[@give-me-guts-to-accept-truth]

Flawless... thoroughly enjoyed sir this easiest explanation ❤❤❤❤

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[@adambandra6414]

Thank u for easy explain

[@Intellipaat]

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[@TheCodingBinary]

Great tutorial. I have a question about the last section while you were dropping the least performative parameters to create the independent features Xn, why didn't you drop *class* as it was going to be the target feature yn?

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[@rishiraj2548]

Good day greetings

[@Intellipaat]

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[@give-me-guts-to-accept-truth]

🙏🏻🙏🏻🙏🏻🙏🏻🙏🏻