Alright ! I got #mxnet for #cplusplus to compile from scratch without any effort.
```
$ mkdir -p build && cd build
$ cmake -DUSE_CPP_PACKAGE=1 -DUSE_CUDA=OFF ..
$ make -j4
```
Wait almost 45 minutes and it is done.
Next step is to try out their tutorial examples.