update on week 41
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@@ -6,12 +6,20 @@ DATE: today
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===== Plan for week 41 =====
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* Thursday: Building our own Feed-forward Neural Network.
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* Thursday: Building our own Feed-forward Neural Network and discussion of project 2.
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* Friday: Playing around with our own Feed-forward Neural Network and introduction to TensorFlow. Start convolutional Neural Networks (CNN).
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Reading suggestions for both days: "Aurelien Geron's chapters 10-11":"https://github.com/CompPhysics/MachineLearning/blob/master/doc/T\
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extbooks/TensorflowML.pdf".
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For amore in depth discussion on neural networks we recommend Goodfellow et al chapters 6 and 7. For CNNs, see Goodfellow et al chapter 9. chapter 11 and 12 on practicalities and applications
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For a more in depth discussion on neural networks we recommend Goodfellow et al chapters 6 and 7. For CNNs, see Goodfellow et al chapter 9. chapter 11 and 12 on practicalities and applications. We strongly recommend reading these chapters from Goodfellow et on Deep Learning, that is chapters 6-12. Bishop's chapter 5 on Neural Networks is an additional good read.
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===== Videos on Neural Networks =====
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* "Video on Neural Networks":"https://www.youtube.com/watch?v=CqOfi41LfDw"
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* "Video on the back propagation algorithm":"https://www.youtube.com/watch?v=Ilg3gGewQ5U"
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===== Setting up the Back propagation algorithm =====
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