- Linear Softmax classifier
- Activation and loss functions
- Gradient Descent
- Neural Network architecture
Mining of Massive Datasets
Convolutional Neural Networks for Visual Recognition (online resource)
If you need to refresh your knowledge in linear algebra, a good overview can be found in the Deep Learning book chapter 2.
Available for download here.
Is available here.