howtos/howto_ad_deterministic_inversion.md

 # Howto: Deterministic Inversion with AD #
-Here you find a step, by step intoduction howto create a Input File
-for using ``ad`` mode, similar to [Input File
-Tutorial](./howto_forward). *Change link to [Howto: Forward
-run](./howto_forward) if that page is finshed?* This mode uses
-Automatic Differentiation.
+Here you find a step, by step intoduction howto create a Input File for using ``ad`` mode, similar to [Howto: Forward computation](./howto_forward). This mode uses Automatic Differentiation.
 
-For a in depth description of all key-words look at [Deterministic Inversion](../deterministic_inversion) *??rename to: deterministic inversion input??*
+For a in depth description of all key-words look at [Deterministic Inversion Input](../tutorial/deterministic_inversion_input)
 
 For a list of files, wich can be created in AD mode take a look at [Deterministic Inversion Output](../deterministic_inversion/inversion_output)
 
@@ -27,7 +23,7 @@ Now ``shem_ad_ifort_const_none_head_master-full-ad_quick.x`` is in your model di
 
 # Creating Input File
 ## Run Forward Model
-At first you need a model, wich you want to calculate a deterministic inversion for. In this tutorial we will use [oed_perth_init](uploads/f674882d583451807f6a35a915d8935a/oed_perth_init). With all existing key-words you should be familiar, if not you may first should take a look at [Input File Tutorial](./howto_forward), where a example Input File is created. If you want to look up specific key-words go to [Input File](../tutorial/input_file). Copy ``oed_perth_init`` in your modell directory. Make sure the repository contains a file named ``shemade.job`` wich only contains the model name: ``oed_perth_init``.
+At first you need a model, wich you want to calculate a deterministic inversion for. In this tutorial we will use [oed_perth_init](uploads/f674882d583451807f6a35a915d8935a/oed_perth_init). With all existing key-words you should be familiar, if not you may first should take a look at [Howto: Forward computation](./howto_forward), where a example Input File is created. If you want to look up specific key-words go to [Input File](../tutorial/input_file). Copy ``oed_perth_init`` in your modell directory. Make sure the repository contains a file named ``shemade.job`` wich only contains the model name: ``oed_perth_init``.
 ```
 ./shem_ad_ifort_const_none_head_master-full-ad_quick.x > out.txt
 ```