Changed grammar and formatting (#18730)
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@ -44,19 +44,19 @@ In this case, for matrix M, M' will denote the transpose of matrix M
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D(l) = 1\m(Delta(l) + lambda • Theta(l)); if l≠0
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D(l) = 1\m • Delta(l); if l=0
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Of course, just seeing this article looks hugely complicated and should really only be understood in the greater contexts of neural networks and machine learning. Please look at the arrached references for a better understanding of the topic as a whole.
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This article should only be understood in the greater contexts of neural networks and machine learning. Please read the arrached references for a better understanding of the topic as a whole.
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#### More Information:
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### More Information
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High-Level:
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**High-Level:**
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* Siraj Raval - [Backpropagation in 5 Minutes](https://www.youtube.com/watch?v=q555kfIFUCM)
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* [Backprop on Wikipedia](https://en.wikipedia.org/wiki/Backpropagation)
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In-depth:
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**In-depth:**
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* Lecture 4 CS231n [Introduction to Neural Networks](https://youtu.be/d14TUNcbn1k?t=354)
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* [In depth, wiki style article](https://brilliant.org/wiki/backpropagation/)
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* [Article on computation graphs](http://colah.github.io/posts/2015-08-Backprop/)
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* [A Step by Step Backpropagation Example](https://mattmazur.com/2015/03/17/a-step-by-step-backpropagation-example/)
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* [Andrew Ng's ML Course](https://www.coursera.org/learn/machine-learning/)
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If you'd like to learn how to implement a full-blown single (hidden) layer neural network in python, whilst learning more about the math behind the algorithms used, you can register for [Andrew Ng's Deep Learning Specialization] (https://www.coursera.org/specializations/deep-learning)
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If you'd like to learn how to implement a full-blown single (hidden) layer neural network in Python, whilst learning more about the math behind the algorithms used, you can register for [Andrew Ng's Deep Learning Specialization] (https://www.coursera.org/specializations/deep-learning)
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