DOC make neural networks example appear
DOC make neural networks example appear

Also make the absence of a README fail doc compilation

Titan-C/sphinx-gallery,lesteve/sphinx-gallery,Titan-C/sphinx-gallery,Eric89GXL/sphinx-gallery,Eric89GXL/sphinx-gallery,sphinx-gallery/sphinx-gallery,lesteve/sphinx-gallery,sphinx-gallery/sphinx-gallery