Revert "Revert "Fix doc links""

This reverts commit 38d96b0.

Author: eddiebergman

autosklearn/estimators.py

@@ -275,12 +275,12 @@ def __init__(
 
         smac_scenario_args : dict, optional (None)
             Additional arguments inserted into the scenario of SMAC. See the
-            `SMAC documentation <https://automl.github.io/SMAC3/master/pages/details/scenario.html>`_
+            `SMAC documentation <https://automl.github.io/SMAC3/main/api/smac.scenario.scenario.html#module-smac.scenario.scenario>`_
             for a list of available arguments.
 
         get_smac_object_callback : callable
             Callback function to create an object of class
-            `smac.optimizer.smbo.SMBO <https://automl.github.io/SMAC3/master/apidoc/smac.optimizer.smbo.html>`_.
+            `smac.optimizer.smbo.SMBO <https://automl.github.io/SMAC3/main/api/smac.optimizer.smbo.html>`_.
             The function must accept the arguments ``scenario_dict``,
             ``instances``, ``num_params``, ``runhistory``, ``seed`` and ``ta``.
             This is an advanced feature. Use only if you are familiar with

autosklearn/experimental/askl2.py

@@ -263,7 +263,7 @@ def __init__(
 
         smac_scenario_args : dict, optional (None)
             Additional arguments inserted into the scenario of SMAC. See the
-            `SMAC documentation <https://automl.github.io/SMAC3/master/pages/details/scenario.html>`_
+            `SMAC documentation <https://automl.github.io/SMAC3/main/api/smac.scenario.scenario.html#module-smac.scenario.scenario>`_
             for a list of available arguments.
 
         logging_config : dict, optional (None)

examples/40_advanced/example_get_pipeline_components.py

@@ -87,8 +87,7 @@
 #
 # Auto-sklearn also keeps detailed statistics of the hyperparameter
 # optimization procedurce, which are stored in a so-called
-# `run history <https://automl.github.io/SMAC3/master/apidoc/smac.
-# runhistory.runhistory.html#smac.runhistory.runhistory.RunHistory>`_.
+# `run history <https://automl.github.io/SMAC3/main/api/smac.runhistory.runhistory.html#smac.runhistory.runhistory.RunHistory>`_.
 
 print(automl.automl_.runhistory_)