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Title: GitHub - JavaAIer/Grokking-Deep-Learning: this repository accompanies my forthcoming book "Grokking Deep Learning" · GitHub

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Description: this repository accompanies my forthcoming book "Grokking Deep Learning" - JavaAIer/Grokking-Deep-Learning

Open Graph Description: this repository accompanies my forthcoming book "Grokking Deep Learning" - JavaAIer/Grokking-Deep-Learning

X Description: this repository accompanies my forthcoming book "Grokking Deep Learning" - JavaAIer/Grokking-Deep-Learning

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Chapter10 - Intro to Convolutional Neural Networks - Learning Edges and Corners.ipynb	https://github.com/JavaAIer/Grokking-Deep-Learning/blob/master/Chapter10%20-%20Intro%20to%20Convolutional%20Neural%20Networks%20-%20Learning%20Edges%20and%20Corners.ipynb
Chapter10 - Intro to Convolutional Neural Networks - Learning Edges and Corners.ipynb	https://github.com/JavaAIer/Grokking-Deep-Learning/blob/master/Chapter10%20-%20Intro%20to%20Convolutional%20Neural%20Networks%20-%20Learning%20Edges%20and%20Corners.ipynb
Chapter11 - Intro to Word Embeddings - Neural Networks that Understand Language.ipynb	https://github.com/JavaAIer/Grokking-Deep-Learning/blob/master/Chapter11%20-%20Intro%20to%20Word%20Embeddings%20-%20Neural%20Networks%20that%20Understand%20Language.ipynb
Chapter11 - Intro to Word Embeddings - Neural Networks that Understand Language.ipynb	https://github.com/JavaAIer/Grokking-Deep-Learning/blob/master/Chapter11%20-%20Intro%20to%20Word%20Embeddings%20-%20Neural%20Networks%20that%20Understand%20Language.ipynb
Chapter12 - Intro to Recurrence - Predicting the Next Word.ipynb	https://github.com/JavaAIer/Grokking-Deep-Learning/blob/master/Chapter12%20-%20Intro%20to%20Recurrence%20-%20Predicting%20the%20Next%20Word.ipynb
Chapter12 - Intro to Recurrence - Predicting the Next Word.ipynb	https://github.com/JavaAIer/Grokking-Deep-Learning/blob/master/Chapter12%20-%20Intro%20to%20Recurrence%20-%20Predicting%20the%20Next%20Word.ipynb
Chapter13 - Intro to Automatic Differentiation - Let's Build A Deep Learning Framework.ipynb	https://github.com/JavaAIer/Grokking-Deep-Learning/blob/master/Chapter13%20-%20Intro%20to%20Automatic%20Differentiation%20-%20Let's%20Build%20A%20Deep%20Learning%20Framework.ipynb
Chapter13 - Intro to Automatic Differentiation - Let's Build A Deep Learning Framework.ipynb	https://github.com/JavaAIer/Grokking-Deep-Learning/blob/master/Chapter13%20-%20Intro%20to%20Automatic%20Differentiation%20-%20Let's%20Build%20A%20Deep%20Learning%20Framework.ipynb
Chapter14 - Exploding Gradients Examples.ipynb	https://github.com/JavaAIer/Grokking-Deep-Learning/blob/master/Chapter14%20-%20Exploding%20Gradients%20Examples.ipynb
Chapter14 - Exploding Gradients Examples.ipynb	https://github.com/JavaAIer/Grokking-Deep-Learning/blob/master/Chapter14%20-%20Exploding%20Gradients%20Examples.ipynb
Chapter14 - Intro to LSTMs - Learn to Write Like Shakespeare.ipynb	https://github.com/JavaAIer/Grokking-Deep-Learning/blob/master/Chapter14%20-%20Intro%20to%20LSTMs%20-%20Learn%20to%20Write%20Like%20Shakespeare.ipynb
Chapter14 - Intro to LSTMs - Learn to Write Like Shakespeare.ipynb	https://github.com/JavaAIer/Grokking-Deep-Learning/blob/master/Chapter14%20-%20Intro%20to%20LSTMs%20-%20Learn%20to%20Write%20Like%20Shakespeare.ipynb
Chapter14 - Intro to LSTMs - Part 2 - Learn to Write Like Shakespeare.ipynb	https://github.com/JavaAIer/Grokking-Deep-Learning/blob/master/Chapter14%20-%20Intro%20to%20LSTMs%20-%20Part%202%20-%20Learn%20to%20Write%20Like%20Shakespeare.ipynb
Chapter14 - Intro to LSTMs - Part 2 - Learn to Write Like Shakespeare.ipynb	https://github.com/JavaAIer/Grokking-Deep-Learning/blob/master/Chapter14%20-%20Intro%20to%20LSTMs%20-%20Part%202%20-%20Learn%20to%20Write%20Like%20Shakespeare.ipynb
Chapter15 - Intro to Federated Learning - Deep Learning on Unseen Data.ipynb	https://github.com/JavaAIer/Grokking-Deep-Learning/blob/master/Chapter15%20-%20Intro%20to%20Federated%20Learning%20-%20Deep%20Learning%20on%20Unseen%20Data.ipynb
Chapter15 - Intro to Federated Learning - Deep Learning on Unseen Data.ipynb	https://github.com/JavaAIer/Grokking-Deep-Learning/blob/master/Chapter15%20-%20Intro%20to%20Federated%20Learning%20-%20Deep%20Learning%20on%20Unseen%20Data.ipynb
Chapter3 - Forward Propagation - Intro to Neural Prediction.ipynb	https://github.com/JavaAIer/Grokking-Deep-Learning/blob/master/Chapter3%20-%20%20Forward%20Propagation%20-%20Intro%20to%20Neural%20Prediction.ipynb
Chapter3 - Forward Propagation - Intro to Neural Prediction.ipynb	https://github.com/JavaAIer/Grokking-Deep-Learning/blob/master/Chapter3%20-%20%20Forward%20Propagation%20-%20Intro%20to%20Neural%20Prediction.ipynb
Chapter4 - Gradient Descent - Intro to Neural Learning.ipynb	https://github.com/JavaAIer/Grokking-Deep-Learning/blob/master/Chapter4%20-%20Gradient%20Descent%20-%20Intro%20to%20Neural%20Learning.ipynb
Chapter4 - Gradient Descent - Intro to Neural Learning.ipynb	https://github.com/JavaAIer/Grokking-Deep-Learning/blob/master/Chapter4%20-%20Gradient%20Descent%20-%20Intro%20to%20Neural%20Learning.ipynb
Chapter5 - Generalizing Gradient Descent - Learning Multiple Weights at a Time.ipynb	https://github.com/JavaAIer/Grokking-Deep-Learning/blob/master/Chapter5%20-%20Generalizing%20Gradient%20Descent%20-%20Learning%20Multiple%20Weights%20at%20a%20Time.ipynb
Chapter5 - Generalizing Gradient Descent - Learning Multiple Weights at a Time.ipynb	https://github.com/JavaAIer/Grokking-Deep-Learning/blob/master/Chapter5%20-%20Generalizing%20Gradient%20Descent%20-%20Learning%20Multiple%20Weights%20at%20a%20Time.ipynb
Chapter6 - Intro to Backpropagation - Building Your First DEEP Neural Network.ipynb	https://github.com/JavaAIer/Grokking-Deep-Learning/blob/master/Chapter6%20-%20Intro%20to%20Backpropagation%20-%20Building%20Your%20First%20DEEP%20Neural%20Network.ipynb
Chapter6 - Intro to Backpropagation - Building Your First DEEP Neural Network.ipynb	https://github.com/JavaAIer/Grokking-Deep-Learning/blob/master/Chapter6%20-%20Intro%20to%20Backpropagation%20-%20Building%20Your%20First%20DEEP%20Neural%20Network.ipynb
Chapter8 - Intro to Regularization - Learning Signal and Ignoring Noise.ipynb	https://github.com/JavaAIer/Grokking-Deep-Learning/blob/master/Chapter8%20-%20Intro%20to%20Regularization%20-%20Learning%20Signal%20and%20Ignoring%20Noise.ipynb
Chapter8 - Intro to Regularization - Learning Signal and Ignoring Noise.ipynb	https://github.com/JavaAIer/Grokking-Deep-Learning/blob/master/Chapter8%20-%20Intro%20to%20Regularization%20-%20Learning%20Signal%20and%20Ignoring%20Noise.ipynb
Chapter9 - Intro to Activation Functions - Modeling Probabilities.ipynb	https://github.com/JavaAIer/Grokking-Deep-Learning/blob/master/Chapter9%20-%20Intro%20to%20Activation%20Functions%20-%20Modeling%20Probabilities.ipynb
Chapter9 - Intro to Activation Functions - Modeling Probabilities.ipynb	https://github.com/JavaAIer/Grokking-Deep-Learning/blob/master/Chapter9%20-%20Intro%20to%20Activation%20Functions%20-%20Modeling%20Probabilities.ipynb
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	https://github.com/JavaAIer/Grokking-Deep-Learning#grokking-deep-learning
	https://floydhub.com/run
available here	https://manning.com/books/grokking-deep-learning?a_aid=grokkingdl&a_bid=32715258
Chapter 3 - Forward Propagation - Intro to Neural Prediction	https://github.com/iamtrask/Grokking-Deep-Learning/blob/master/Chapter3%20-%20%20Forward%20Propagation%20-%20Intro%20to%20Neural%20Prediction.ipynb
Chapter 4 - Gradient Descent - Into to Neural Learning	https://github.com/iamtrask/Grokking-Deep-Learning/blob/master/Chapter4%20-%20Gradient%20Descent%20-%20Intro%20to%20Neural%20Learning.ipynb
Chapter 5 - Generalizing Gradient Descent - Learning Multiple Weights at a Time	https://github.com/iamtrask/Grokking-Deep-Learning/blob/master/Chapter5%20-%20Generalizing%20Gradient%20Descent%20-%20Learning%20Multiple%20Weights%20at%20a%20Time.ipynb
Chapter 6 - Intro to Backpropagation - Building your first DEEP Neural Network	https://github.com/iamtrask/Grokking-Deep-Learning/blob/master/Chapter6%20-%20Intro%20to%20Backpropagation%20-%20Building%20Your%20First%20DEEP%20Neural%20Network.ipynb
Chapter 8 - Intro to Regularization - Learning Signal and Ignoring Noise	https://github.com/iamtrask/Grokking-Deep-Learning/blob/master/Chapter8%20-%20Intro%20to%20Regularization%20-%20Learning%20Signal%20and%20Ignoring%20Noise.ipynb
Chapter 9 - Intro to Activation Functions - Learning to Model Probabilities	https://github.com/iamtrask/Grokking-Deep-Learning/blob/master/Chapter9%20-%20Intro%20to%20Activation%20Functions%20-%20Modeling%20Probabilities.ipynb
Chapter 10 - Intro to Convolutional Neural Networks - Learning Edges and Corners	https://github.com/iamtrask/Grokking-Deep-Learning/blob/master/Chapter10%20-%20Intro%20to%20Convolutional%20Neural%20Networks%20-%20Learning%20Edges%20and%20Corners.ipynb
Chapter 11 - Intro to Word Embeddings - Neural Networks which Understand Language	https://github.com/iamtrask/Grokking-Deep-Learning/blob/master/Chapter11%20-%20Intro%20to%20Word%20Embeddings%20-%20Neural%20Networks%20that%20Understand%20Language.ipynb
Chapter 12 - Intro to Recurrence (RNNs) - Predicting the Next Word	https://github.com/iamtrask/Grokking-Deep-Learning/blob/master/Chapter12%20-%20Intro%20to%20Recurrence%20-%20Predicting%20the%20Next%20Word.ipynb
Chapter 13 - Intro to Automatic Differentiation	https://github.com/iamtrask/Grokking-Deep-Learning/blob/master/Chapter13%20-%20Intro%20to%20Automatic%20Differentiation%20-%20Let's%20Build%20A%20Deep%20Learning%20Framework.ipynb
Chapter 14 - Exploding Gradients Example	https://github.com/iamtrask/Grokking-Deep-Learning/blob/master/Chapter14%20-%20Exploding%20Gradients%20Examples.ipynb
Chapter 14 - Intro to LSTMs	https://github.com/iamtrask/Grokking-Deep-Learning/blob/master/Chapter14%20-%20Intro%20to%20LSTMs%20-%20Learn%20to%20Write%20Like%20Shakespeare.ipynb
Chapter 14 - Intro to LSTMs - Part 2	https://github.com/iamtrask/Grokking-Deep-Learning/blob/master/Chapter14%20-%20Intro%20to%20LSTMs%20-%20Part%202%20-%20Learn%20to%20Write%20Like%20Shakespeare.ipynb
Chapter 15 - Intro to Federated Learning	https://github.com/iamtrask/Grokking-Deep-Learning/blob/master/Chapter15%20-%20Intro%20to%20Federated%20Learning%20-%20Deep%20Learning%20on%20Unseen%20Data.ipynb
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