Loss Functions EXPLAINED
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Many animations used in this video came from Jonathan Barron [1, 2]. Give this researcher a like for his hard work! • SUBSCRIBE FOR MORE CONTENT! • RESEOURCES • [1] Paper on adaptive loss function: https://arxiv.org/abs/1701.03077 • [2] CVPR paper presentation: • A General and Adaptive Robust Loss F... • [3] Regression Loss Functions: https://alexisalulema.com/2017/12/07/... • [4] Classification Losses: https://alexisalulema.com/2017/12/07/... • [5] ML cheat sheet for loss functions: https://ml-cheatsheet.readthedocs.io/... • [6] 7 loss functions with python code: https://www.analyticsvidhya.com/blog/... • [7] A Blog for most common Loss Functions: https://towardsdatascience.com/unders... • [8] Modeling the Huber loss: https://www.textbook.ds100.org/ch/10/... • [9] Notes on Subgradients: https://see.stanford.edu/materials/ls... • [10] Code to get up to speed: https://scikit-learn.org/stable/modul... • [11] What is the difference between KL divergence and Cross Entropy loss: https://stats.stackexchange.com/quest... • [12] A great video explanation of Entropy, Cross Entropy and KL divergence: • A Short Introduction to Entropy, Cros...
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