Gini Index and Entropy|Gini Index and Information gain in Decision Tree|Decision tree splitting rule
Gini Index and Entropy|Gini Index and Information gain in Decision Tree|Decision tree splitting rule
#GiniIndex #Entropy #DecisionTrees #UnfoldDataScience
Hi,
My name is Aman and I am a data scientist.
About this video:
How does a Decision Tree Work? A Decision Tree recursively splits training data into subsets based on the value of a single attribute. Splitting stops when every subset is pure (all elements belong to a single class)
This video explains Gini and Entropy with example.
Below questions are answered in this video:
1.What is Gini Index?
2.What is Information gain?
3.What is Entropy?
4.What is tree splitting criteria?
5.How is decision tree splitted?
About Unfold Data science: This channel is to help people understand basics of data science through simple examples in easy way. Anybody without having prior knowledge of computer programming or statistics or machine learning and artificial intelligence can get an understanding of data science at high level through this channel. The videos uploaded will not be very technical in nature and hence it can be easily grasped by viewers from different background as well.
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Watch python for data science playlist here:
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Watch statistics and mathematics playlist here :
https://www.youtube.com/watch?v=iZ2r7aIwMbc&list=PLmPJQXJiMoUU52xCfjyoGRfoLCHKFtDxX
Watch End to End Implementation of a simple machine learning model in Python here:
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Have question for me? Ask me here : https://docs.google.com/forms/d/1ccglokA_FicF3AirR-xllXauKZrzmngJoUptza1tPRE/edit
Видео Gini Index and Entropy|Gini Index and Information gain in Decision Tree|Decision tree splitting rule канала Unfold Data Science
#GiniIndex #Entropy #DecisionTrees #UnfoldDataScience
Hi,
My name is Aman and I am a data scientist.
About this video:
How does a Decision Tree Work? A Decision Tree recursively splits training data into subsets based on the value of a single attribute. Splitting stops when every subset is pure (all elements belong to a single class)
This video explains Gini and Entropy with example.
Below questions are answered in this video:
1.What is Gini Index?
2.What is Information gain?
3.What is Entropy?
4.What is tree splitting criteria?
5.How is decision tree splitted?
About Unfold Data science: This channel is to help people understand basics of data science through simple examples in easy way. Anybody without having prior knowledge of computer programming or statistics or machine learning and artificial intelligence can get an understanding of data science at high level through this channel. The videos uploaded will not be very technical in nature and hence it can be easily grasped by viewers from different background as well.
Join Facebook group :
https://www.facebook.com/groups/410222213093826/?ref=bookmarks
Follow on medium : https://medium.com/@amanrai77
Follow on quora: https://www.quora.com/profile/Aman-Kumar-601
Follow on twitter : @unfoldds
Get connected on LinkedIn : https://www.linkedin.com/in/aman-kumar-b4881440/
Follow on Instagram : unfolddatascience
Watch Introduction to Data Science full playlist here : https://www.youtube.com/watch?v=Zkyog5u1OGw&list=PLmPJQXJiMoUWXbjyedFTmXPzzoeMJV4fe
Watch python for data science playlist here:
https://www.youtube.com/watch?v=NTZkMI5tuh8&list=PLmPJQXJiMoUWtuekopnh4BhTFkDBvmhnC
Watch statistics and mathematics playlist here :
https://www.youtube.com/watch?v=iZ2r7aIwMbc&list=PLmPJQXJiMoUU52xCfjyoGRfoLCHKFtDxX
Watch End to End Implementation of a simple machine learning model in Python here:
https://www.youtube.com/watch?v=8PFt4Jin7B0&list=PLmPJQXJiMoUWKj26qv_Pw5Aofxncu84JB
Have question for me? Ask me here : https://docs.google.com/forms/d/1ccglokA_FicF3AirR-xllXauKZrzmngJoUptza1tPRE/edit
Видео Gini Index and Entropy|Gini Index and Information gain in Decision Tree|Decision tree splitting rule канала Unfold Data Science
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