Update dockerfile
Update dockerfile

1. installation order for better caching when building the container
   offline
2. install auto-sklearn completely to have it in $PYTHONPATH
3. restrict number of cores to 1 (for BLAS and OpenML libraries)

automl/auto-sklearn,automl/auto-sklearn