Created by: backyes

follow comments from https://github.com/baidu/Paddle/pull/144. Since #144 have dirty commits, so to make clean merge with new pull request. #172

1. add QuickStart for sparse training
2. add Performance Analysis on Sparse Training
3. add Internals for Sparse training
4. add some FAQ