Loss Functions Explained
Which loss function should you use to train your machine learning model? The huber loss? Cross entropy loss? How about mean squared error? If all of those seem confusing, this video will help. I'm going to explain the origin of the loss function concept from information theory, then explain how several popular loss functions for both regression and classification work. Using a combination of mathematical notation, animations, and code, we'll see how and when to use certain loss functions for certain types of problems.
Code for this video:
https://github.com/llSourcell/loss_functions_explained
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This video is apart of my Machine Learning Journey course:
https://github.com/llSourcell/Machine_Learning_Journey
More Learning Resources:
http://www.informit.com/articles/article.aspx?p=2447200&seqNum=2
https://medium.com/data-science-group-iitr/loss-functions-and-optimization-algorithms-demystified-bb92daff331c
http://ml-cheatsheet.readthedocs.io/en/latest/loss_functions.html
https://blog.algorithmia.com/introduction-to-loss-functions/
http://yeephycho.github.io/2017/09/16/Loss-Functions-In-Deep-Learning/
https://stackoverflow.com/questions/42877989/what-is-a-loss-function-in-simple-words
http://rohanvarma.me/Loss-Functions/
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Видео Loss Functions Explained канала Siraj Raval
Code for this video:
https://github.com/llSourcell/loss_functions_explained
Please Subscribe! And like. And comment. That's what keeps me going.
Want more education? Connect with me here:
Twitter: https://twitter.com/sirajraval
instagram: https://www.instagram.com/sirajraval
Facebook: https://www.facebook.com/sirajology
This video is apart of my Machine Learning Journey course:
https://github.com/llSourcell/Machine_Learning_Journey
More Learning Resources:
http://www.informit.com/articles/article.aspx?p=2447200&seqNum=2
https://medium.com/data-science-group-iitr/loss-functions-and-optimization-algorithms-demystified-bb92daff331c
http://ml-cheatsheet.readthedocs.io/en/latest/loss_functions.html
https://blog.algorithmia.com/introduction-to-loss-functions/
http://yeephycho.github.io/2017/09/16/Loss-Functions-In-Deep-Learning/
https://stackoverflow.com/questions/42877989/what-is-a-loss-function-in-simple-words
http://rohanvarma.me/Loss-Functions/
Join us in the Wizards Slack channel:
http://wizards.herokuapp.com/
Sign up for the next course at The School of AI:
https://www.theschool.ai
And please support me on Patreon:
https://www.patreon.com/user?u=3191693
Signup for my newsletter for exciting updates in the field of AI:
https://goo.gl/FZzJ5w
Hit the Join button above to sign up to become a member of my channel for access to exclusive content!
Видео Loss Functions Explained канала Siraj Raval
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