Making Cross Validation Simple|What,why and types of Cross validation
Making Cross Validation Simple|What,why and types of Cross validation
#CrossValidation #KFoldCrossValidationTechniques #UnfoldDataScience
Hello All,
My name is Aman and I am a data scientist.
About this video:
In this video, I explain the concept of cross validation in detail. This video is intended for students who want to understand how cross validation work and
what are the main cross validation techniques. I also explain how cross validation can be performed in Python. Below topics are specifically answered in this video:
1. Cross Validation - what and why?
2 Leave one out cross validation - LOOCV
3 K-FOLD Cross validation
4. Stratified K Fold cross validation techniques
5. Cross validation in python
Links to undertand python implementation of cross validation techniques
LOOCV : https://scikit-learn.org/stable/modules/generated/sklearn.model_selection.LeaveOneOut.html
K-FOLD CV : https://scikit-learn.org/stable/modules/generated/sklearn.model_selection.KFold.html#sklearn.model_selection.KFold
StratifiedKFold : https://scikit-learn.org/stable/modules/generated/sklearn.model_selection.StratifiedKFold.html#sklearn.model_selection.StratifiedKFold
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 :
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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
Learn Ensemble Model, Bagging and Boosting here:
https://www.youtube.com/watch?v=fuO6QXAo-5M&list=PLmPJQXJiMoUWfMvIqAn0VI_LHlw4AmVrb
Access all my codes here:
https://drive.google.com/drive/folders/1XdPbyAc9iWml0fPPNX91Yq3BRwkZAG2M
Have question for me? Ask me here : https://docs.google.com/forms/d/1ccglokA_FicF3AirR-xllXauKZrzmngJoUptza1tPRE/edit
My Music: https://www.bensound.com/royalty-free-music
Видео Making Cross Validation Simple|What,why and types of Cross validation канала Unfold Data Science
#CrossValidation #KFoldCrossValidationTechniques #UnfoldDataScience
Hello All,
My name is Aman and I am a data scientist.
About this video:
In this video, I explain the concept of cross validation in detail. This video is intended for students who want to understand how cross validation work and
what are the main cross validation techniques. I also explain how cross validation can be performed in Python. Below topics are specifically answered in this video:
1. Cross Validation - what and why?
2 Leave one out cross validation - LOOCV
3 K-FOLD Cross validation
4. Stratified K Fold cross validation techniques
5. Cross validation in python
Links to undertand python implementation of cross validation techniques
LOOCV : https://scikit-learn.org/stable/modules/generated/sklearn.model_selection.LeaveOneOut.html
K-FOLD CV : https://scikit-learn.org/stable/modules/generated/sklearn.model_selection.KFold.html#sklearn.model_selection.KFold
StratifiedKFold : https://scikit-learn.org/stable/modules/generated/sklearn.model_selection.StratifiedKFold.html#sklearn.model_selection.StratifiedKFold
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
Learn Ensemble Model, Bagging and Boosting here:
https://www.youtube.com/watch?v=fuO6QXAo-5M&list=PLmPJQXJiMoUWfMvIqAn0VI_LHlw4AmVrb
Access all my codes here:
https://drive.google.com/drive/folders/1XdPbyAc9iWml0fPPNX91Yq3BRwkZAG2M
Have question for me? Ask me here : https://docs.google.com/forms/d/1ccglokA_FicF3AirR-xllXauKZrzmngJoUptza1tPRE/edit
My Music: https://www.bensound.com/royalty-free-music
Видео Making Cross Validation Simple|What,why and types of Cross validation канала Unfold Data Science
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