Update tutorials/docs-10-using-turing-autodiff/autodiff.jmd

tutorials/docs-10-using-turing-autodiff/autodiff.jmd

@@ -25,7 +25,7 @@ For instance, `if`-statements with conditions that can be determined at compile
 However, `if`-statements that depend on the model parameters can take different branches during sampling; hence, the compiled tape might be incorrect.
 Thus you must not use compiled tapes when your model makes decisions based on the model parameters, and you should be careful if you compute functions of parameters that those functions do not have branching which might cause them to execute different code for different values of the parameter.
 
-For `Zygote`, pass `adtype=Turing.AutoZygote()` to the sampler constructor.
+For `Zygote`, pass `adtype=AutoZygote()` to the sampler constructor.
 
 And the previously used interfaces including `ADBackend`, `setadbackend`, `setsafe`, `setchunksize`, and `setrdcache()` are deprecated and removed.