Incremental commit.

Theory updated.

Theory finished.

Inpainting in progress.

Inpainting done plus minor fix in kernel computation.

Tutorials done.

Documentation done.

Whitespace fix.

Update.

Conversion to jpg.

Documentation links fixed.

whitespace cleanup

test - possible fix

test update