update links due to folder name change

doc/cookbook/README.md

@@ -7,7 +7,7 @@ This is achieved by the following high-level steps:
 
 1. Use the automatically translated [API examples](https://github.com/shogun-toolbox/shogun/tree/feature/sphinxdoc/examples/meta/src/) in Shogun's meta example language. As these are part of our test process, they are guaranteed to be executable and errors (e.g. due to API changes) are easily caught.
 
-2. [Cookbook pages](https://github.com/shogun-toolbox/shogun/tree/feature/sphinxdoc/doc/sphinx/source/examples/) contain text that uses snippets from the above code listings. Those are automatically extracted based on a simple markup system.
+2. [Cookbook pages](https://github.com/shogun-toolbox/shogun/tree/feature/sphinxdoc/doc/cookbook/source/examples/) contain text that uses snippets from the above code listings. Those are automatically extracted based on a simple markup system.
 
 3. Automatically build a static html page with a global tab for each of Shogun's target languages. The user can toggle the shown language of the snippets without switching the page itself.
 
@@ -16,7 +16,7 @@ To add an entry, only two files are needed:
 
  * A meta language example, e.g. ```shogun/examples/meta/src/classifier/knn.sg``` (which during the build process is automatically translated to ```build/examples/python/classifier/knn.py```, ```build/examples/R/classifier/knn.R```, etc). The file should contain a number of snippet start and end markers, see for example [knn.sg](https://github.com/shogun-toolbox/shogun/blob/feature/sphinxdoc/examples/meta/src/classifier/knn.sg).
 
- * A Sphinx markdown file with matching filename and directory, e.g. ```shogun/doc/sphinx/source/examples/classifier/knn.rst```. This file contains a description of the API example and references to code snippets. The point is to *not* show the full file listing but only a subset. The file should furthermore contain basic math in the form of LaTeX, important references (wikipedia, scientific paper references using BibTeX, etc), and links to the involved Shogun class documentation, github issues, etc. We use Sphinx tags to make this easy, see for example [knn.rst](https://github.com/shogun-toolbox/shogun/blob/feature/sphinxdoc/doc/sphinx/source/examples/classifier/knn.rst).
+ * A Sphinx markdown file with matching filename and directory, e.g. ```shogun/doc/sphinx/source/examples/classifier/knn.rst```. This file contains a description of the API example and references to code snippets. The point is to *not* show the full file listing but only a subset. The file should furthermore contain basic math in the form of LaTeX, important references (wikipedia, scientific paper references using BibTeX, etc), and links to the involved Shogun class documentation, github issues, etc. We use Sphinx tags to make this easy, see for example [knn.rst](https://github.com/shogun-toolbox/shogun/blob/feature/sphinxdoc/doc/cookbook/source/examples/classifier/knn.rst).
 
 ## Guidelines
 
@@ -28,7 +28,7 @@ To add an entry, only two files are needed:
 ## Some useful tips
 
  * All external weblinks are automatically checked and warnings are given if corrupt, but please ensure you do not put in dead links.
- * If you want to add a BibTeX reference, add it to [references.bib](https://github.com/shogun-toolbox/shogun/blob/feature/sphinxdoc/doc/sphinx/source/references.bib). Please do only use properly formated entries.
+ * If you want to add a BibTeX reference, add it to [references.bib](https://github.com/shogun-toolbox/shogun/blob/feature/sphinxdoc/doc/cookbook/source/references.bib). Please do only use properly formated entries.
  * It is very easy to re-structure the main page, or to put in general overview pages (i.e. a general description of the Classification interface of Shogun). Feel free to do so.
 
 ### Where to start
@@ -44,7 +44,7 @@ This can be done as running
 make doc
 ```
 
-This generates a ```doc/sphinx/html``` folder in your build folder. To see the results, run
+This generates a ```doc/cookbook/html``` folder in your build folder. To see the results, run
 
 ```
 python -m SimpleHTTPServer