Doc and hps formatting"

.gitignore

config_files/config_test.yml

docs/build/.doctrees/environment.pickle

docs/build/.doctrees/readme_link.doctree

docs/build/.doctrees/tutorials/example1.doctree

docs/build/.doctrees/tutorials/example2.doctree

docs/build/_sources/tutorials/example1.rst.txt

docs/build/_sources/tutorials/example2.rst.txt

docs/build/objects.inv

docs/build/searchindex.js

docs/build/tutorials/example1.html

docs/build/tutorials/example2.html

docs/build/tutorials/index.html

docs/source/tutorials/example0.rst

docs/source/tutorials/example1.rst

docs/source/tutorials/example2.rst

docs/source/tutorials/hps_theory.rst

...ource/tutorials/images/example_2/2_1/high_train_accs.html

.../source/tutorials/images/example_2/2_1/low_train_acc.html

docs/source/tutorials/images/example_2/2_3/hps_rep.txt