Neural Networks and Deep Learning(week4)深层神经网络(Deep Neural Networks) 1. 深层神经网络(Deep L-layer neural network ) 2. 前向传播和反向传播(Forward and backward propagation) 3. 总结 4. 深层网络中的前向传播(Forward propagation in a Deep Network)

 Neural Networks and Deep Learning(week4)深层神经网络(Deep Neural Networks)
1. 深层神经网络(Deep L-layer neural network )
2. 前向传播和反向传播(Forward and backward propagation)
3. 总结
4. 深层网络中的前向传播(Forward propagation in a Deep Network)

Neural Networks and Deep Learning(week4)深层神经网络(Deep Neural Networks)
1. 深层神经网络(Deep L-layer neural network )
2. 前向传播和反向传播(Forward and backward propagation)
3. 总结
4. 深层网络中的前向传播(Forward propagation in a Deep Network)

2. 前向传播和反向传播(Forward and backward propagation)

 Neural Networks and Deep Learning(week4)深层神经网络(Deep Neural Networks)
1. 深层神经网络(Deep L-layer neural network )
2. 前向传播和反向传播(Forward and backward propagation)
3. 总结
4. 深层网络中的前向传播(Forward propagation in a Deep Network)

Neural Networks and Deep Learning(week4)深层神经网络(Deep Neural Networks)
1. 深层神经网络(Deep L-layer neural network )
2. 前向传播和反向传播(Forward and backward propagation)
3. 总结
4. 深层网络中的前向传播(Forward propagation in a Deep Network)

Neural Networks and Deep Learning(week4)深层神经网络(Deep Neural Networks)
1. 深层神经网络(Deep L-layer neural network )
2. 前向传播和反向传播(Forward and backward propagation)
3. 总结
4. 深层网络中的前向传播(Forward propagation in a Deep Network)

Neural Networks and Deep Learning(week4)深层神经网络(Deep Neural Networks)
1. 深层神经网络(Deep L-layer neural network )
2. 前向传播和反向传播(Forward and backward propagation)
3. 总结
4. 深层网络中的前向传播(Forward propagation in a Deep Network)

Neural Networks and Deep Learning(week4)深层神经网络(Deep Neural Networks)
1. 深层神经网络(Deep L-layer neural network )
2. 前向传播和反向传播(Forward and backward propagation)
3. 总结
4. 深层网络中的前向传播(Forward propagation in a Deep Network)

3. 总结

Neural Networks and Deep Learning(week4)深层神经网络(Deep Neural Networks)
1. 深层神经网络(Deep L-layer neural network )
2. 前向传播和反向传播(Forward and backward propagation)
3. 总结
4. 深层网络中的前向传播(Forward propagation in a Deep Network)

Neural Networks and Deep Learning(week4)深层神经网络(Deep Neural Networks)
1. 深层神经网络(Deep L-layer neural network )
2. 前向传播和反向传播(Forward and backward propagation)
3. 总结
4. 深层网络中的前向传播(Forward propagation in a Deep Network)

4. 深层网络中的前向传播(Forward propagation in a Deep Network)

 Neural Networks and Deep Learning(week4)深层神经网络(Deep Neural Networks)
1. 深层神经网络(Deep L-layer neural network )
2. 前向传播和反向传播(Forward and backward propagation)
3. 总结
4. 深层网络中的前向传播(Forward propagation in a Deep Network)

Neural Networks and Deep Learning(week4)深层神经网络(Deep Neural Networks)
1. 深层神经网络(Deep L-layer neural network )
2. 前向传播和反向传播(Forward and backward propagation)
3. 总结
4. 深层网络中的前向传播(Forward propagation in a Deep Network)

向量化实现过程可以写成:

Neural Networks and Deep Learning(week4)深层神经网络(Deep Neural Networks)
1. 深层神经网络(Deep L-layer neural network )
2. 前向传播和反向传播(Forward and backward propagation)
3. 总结
4. 深层网络中的前向传播(Forward propagation in a Deep Network)

注:这里只能用一个显示for循环,l 从 1 到 L,然后一层接着一层去计算。

如何减少bug

4.1 核对矩阵的维数(Getting your matrix dimensions right)

Neural Networks and Deep Learning(week4)深层神经网络(Deep Neural Networks)
1. 深层神经网络(Deep L-layer neural network )
2. 前向传播和反向传播(Forward and backward propagation)
3. 总结
4. 深层网络中的前向传播(Forward propagation in a Deep Network)

Neural Networks and Deep Learning(week4)深层神经网络(Deep Neural Networks)
1. 深层神经网络(Deep L-layer neural network )
2. 前向传播和反向传播(Forward and backward propagation)
3. 总结
4. 深层网络中的前向传播(Forward propagation in a Deep Network)

4.2 向量化实现

 Neural Networks and Deep Learning(week4)深层神经网络(Deep Neural Networks)
1. 深层神经网络(Deep L-layer neural network )
2. 前向传播和反向传播(Forward and backward propagation)
3. 总结
4. 深层网络中的前向传播(Forward propagation in a Deep Network)

Neural Networks and Deep Learning(week4)深层神经网络(Deep Neural Networks)
1. 深层神经网络(Deep L-layer neural network )
2. 前向传播和反向传播(Forward and backward propagation)
3. 总结
4. 深层网络中的前向传播(Forward propagation in a Deep Network)

4.3 为什么使用深层表示?(Why deep representations? )

4.4 搭建神经网络块(Building blocks of deep neural networks)

Neural Networks and Deep Learning(week4)深层神经网络(Deep Neural Networks)
1. 深层神经网络(Deep L-layer neural network )
2. 前向传播和反向传播(Forward and backward propagation)
3. 总结
4. 深层网络中的前向传播(Forward propagation in a Deep Network)

4.5 参数 VS  超参数(Parameters vs Hyperparameters )

 Neural Networks and Deep Learning(week4)深层神经网络(Deep Neural Networks)
1. 深层神经网络(Deep L-layer neural network )
2. 前向传播和反向传播(Forward and backward propagation)
3. 总结
4. 深层网络中的前向传播(Forward propagation in a Deep Network)

4.6 总结

Neural Networks and Deep Learning(week4)深层神经网络(Deep Neural Networks)
1. 深层神经网络(Deep L-layer neural network )
2. 前向传播和反向传播(Forward and backward propagation)
3. 总结
4. 深层网络中的前向传播(Forward propagation in a Deep Network)