Random Forest Algorithm - Random Forest Explained | Random Forest in Machine Learning | Simplilearn

Data Science [2026 Updated] | Data Science Course | Data Science Tutorial For Beginners | Data Science Projects | Data Science Training | Simplilearn - Random Forest Algorithm - Random Forest Explained | Random Forest in Machine Learning | Simplilearn

Unlock the Power of Data: Dive into the Essentials of Data Science with Simplilearn! Perfect for Beginners – Learn Key Concepts, Techniques, and Career Insights to Launch Your Data Science Journey Today!

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24 learners

What you'll learn

Understand the fundamental concepts and tools in data science, including Python and R programming.
Apply statistical techniques and machine learning algorithms to analyze and interpret datasets.
Develop the ability to perform data visualization using tools like Tableau and Excel.
Explore career paths in data science, including roles, responsibilities, and key skills needed.

This course includes

218.5 hours of video
Certificate of completion
Access on mobile and TV

Summary

Keywords

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Full Transcript

🔥Discover SKillUP free online certification programs – https://www.simplilearn.com/skillup-free-online-courses?utm_campaign=18FebSKillupYT&utm_medium=DescriptionFF&utm_source=youtube "️🔥 Michigan Engineering - Professional Certificate in AI and Machine Learning - https://www.simplilearn.com/professional-aiml-program?utm_campaign=eM4uJ6XGnSM&utm_medium=DescriptionFFF&utm_source=Youtube ️🔥IITK - Professional Certificate Course in Generative AI and Machine Learning - https://www.simplilearn.com/iitk-professional-certificate-course-ai-machine-learning?utm_campaign=eM4uJ6XGnSM&utm_medium=DescriptionFFF&utm_source=Youtube ️🔥Microsoft AI Engineer Program - https://www.simplilearn.com/ai-engineer-course?utm_campaign=eM4uJ6XGnSM&utm_medium=DescriptionFFF&utm_source=Youtube ️️🔥 Applied Generative AI Specialization - https://www.simplilearn.com/applied-ai-course?utm_campaign=eM4uJ6XGnSM&utm_medium=DescriptionFFF&utm_source=Youtube" This Random Forest Algorithm tutorial will explain how the Random Forest algorithm works. By the end of this video, you will be able to understand what is Machine Learning, what is a Classification problem, applications of Random Forest, why we need Random Forest, how it works with simple examples, and how to implement a Random Forest algorithm in Machine Learning. This video is a part of the Machine Learning with Python Series. Below are the topics covered in this Random Forest Algorithm tutorial: 00:00 - 02:08 Applications of Random Forest Algorithm 02:08 - 02:59 Agenda 02:59 - 04:07 Classification Algorithms 04:07 - 05:36 Why Random Forest? 05:36 - 06:40 What is Random Forest Algorithm? 06:40 - 11:01 What is a Decision Tree? 11:01 - 14:18 How does the Decision Tree algorithm work? 14:18 - 17:27 How does the Random Forest algorithm work? 17:27 - 45:34 Use Case - IRIS Flower Analysis using Python Dataset Link - https://drive.google.com/drive/folders/1MQ5Nnhj3gs6TcIl0fcKP_AfOh8EMDB42 Subscribe to our channel for more Machine Learning Tutorials: https://www.youtube.com/user/Simplilearn?sub_confirmation=1 #RandomForestAlgorithm #MachineLearningAlgorithm #DataScience #SimplilearnMachineLearning #MachineLearningCourse #Simplilearn What is Random Forest Algorithm? The random forest algorithm is a supervised machine learning algorithm that takes randomly selected data and creates different decision trees. It then makes the collection of votes from trees to decide the class of the test object. You can also go through the Slides here: https://goo.gl/K8T4tW Machine Learning Articles: https://www.simplilearn.com/what-is-artificial-intelligence-and-why-ai-certification-article?utm_campaign=Random-Forest-Tutorial-eM4uJ6XGnSM&utm_medium=Tutorials&utm_source=youtube To gain in-depth knowledge of Machine Learning, check our Machine Learning certification training course: https://www.simplilearn.com/big-data-and-analytics/machine-learning-certification-training-course?utm_campaign=Random-Forest-Tutorial-eM4uJ6XGnSM&utm_medium=Tutorials&utm_source=youtube - - - - - - - - ➡️ About Artificial Intelligence Engineer This Artificial Intelligence Engineer course Created in partnership with IBM, this course introduces students to blended learning and prepares them to be AI and Data Science specialists. In Armonk, New York, IBM is a significant cognitive service and integrated cloud solution firm that provides many technology and consulting solutions. IBM is a leader in AI and Machine Learning technology verticals for 2021. This AI masters course will prepare students for Artificial Intelligence and Data Analytics careers. ✅ Key Features - Add the IBM Advantage to your Learning - 25 Industry-relevant Projects and Integrated labs - Immersive Learning Experience - Simplilearn's JobAssist helps you get noticed by top hiring companies ✅ Tools Covered - ChatGPT - Flask - Matplotlib - django - Python - Numpy - Pandas - SciPy - Keras - OpenCV - And Many More… 🔥 Enroll for FREE Machine Learning Course & Get your Completion Certificate: https://www.simplilearn.com/learn-machine-learning-basics-skillup?utm_campaign=MachineLearning&utm_medium=Description&utm_source=youtube