书籍目录
- introducing deep learning: why you should learn it
- fundamental concepts: how do machines learn?
- introduction to neural prediction: forward propagation
- introduction to neural learning: gradient descent
- learning multiple weights at a time: generalizing gradient descent
- building your first deep neural network: introduction to backpropagation
- how to picture neural networks: in your head and on paper
- learning signal and ignoring noise: introduction to regularization and batching
- modeling probabilities and nonlinearities: activation functions
- neural learning about edges and corners: intro to convolutional neural networks
- neural networks that understand language: king – man + woman == ?
- neural networks that write like Shakespeare: recurrent layers for variable-length data
- introducing automatic optimization: let’s build a deep learning framework
- learning to write like Shakespeare: long short-term memory
- deep learning on unseen data: introducing federated learning
- where to go from here: a brief guide
书籍简介
- introducing deep learning: why you should learn it
- fundamental concepts: how do machines learn?
- introduction to neural prediction: forward propagation
- introduction to neural learning: gradient descent
- learning multiple weights at a time: generalizing gradient descent
- building your first deep neural network: introduction to backpropagation
- how to picture neural networks: in your head and on paper
- learning signal and ignoring noise: introduction to regularization and batching
- modeling probabilities and nonlinearities: activation functions
- neural learning about edges and corners: intro to convolutional neural networks
- neural networks that understand language: king – man + woman == ?
- neural networks that write like Shakespeare: recurrent layers for variable-length data
- introducing automatic optimization: let’s build a deep learning framework
- learning to write like Shakespeare: long short-term memory
- deep learning on unseen data: introducing federated learning
- where to go from here: a brief guide
本书pdf是文字版 。