Convolutional Neural Network Walkthrough -Post 3 |Summer Research Summary

This post summarizes some other interesting topics or concepts.

Transfer Learning

Transfer Learning - Machine Learning’s Next Frontier
A general introduction of transfer learning.

One-Shot Learning

Explanation of One-shot Learning with Memory-Augmented Neural Networks
Reading and writing external memory to augment neural networks’ performance.
Explanation of Neural Turing Machines
Another common one-shot learning methods.
How is one-shot learning different from deep learning?

Ensemble Learning

Ensemble Method

LSTM

Understanding LSTM Networks
Recurrent neural network and LSTM networks.

Others

NIPS 2016
A concrete walkthrough of the event.
[脑洞]Hinton剑桥演讲:大脑神经元的误差反向传播机制
Some fascinating insights and ideas.