diff --git a/peekingduck/configloader.py b/peekingduck/configloader.py
index 6056c7148..b46c4b5c7 100644
--- a/peekingduck/configloader.py
+++ b/peekingduck/configloader.py
@@ -23,8 +23,16 @@
 
 
 class ConfigLoader:  # pylint: disable=too-few-public-methods
-    """ Reads configuration and returns configuration required to
-    create the nodes for the project
+    """
+    A helper class to create pipeline.
+
+    The config loader class is used to allow for instantiation of Node classes
+    directly instead of reading configurations from the run config yaml.
+
+    Args:
+
+        basedir (:obj:`str`): base directory of peekingduck
+
     """
 
     def __init__(self, basedir: str) -> None:
@@ -41,8 +49,18 @@ def _get_config_path(self, node: str) -> str:
         return filepath
 
     def get(self, node_name: str) -> Dict[str, Any]:
-        """Get item from configuration read from the filepath,
-        item refers to the node item configuration you are trying to get"""
+        """
+        Get node configuration for specified node.
+
+        Args:
+
+            node_name (:obj:`str`): name of node
+
+        Outputs:
+            node_config (:obj:`Dict`): dictionary of node configurations for the
+            specified node
+
+        """
 
         filepath = self._get_config_path(node_name)
 
diff --git a/peekingduck/declarative_loader.py b/peekingduck/declarative_loader.py
index ca4612717..15dd182bb 100644
--- a/peekingduck/declarative_loader.py
+++ b/peekingduck/declarative_loader.py
@@ -35,7 +35,28 @@
 
 
 class DeclarativeLoader:  # pylint: disable=too-few-public-methods
-    """Uses the declarative run_config.yml to load pipelines or compiled configs"""
+    """
+    A helper class to create pipeline.
+
+    The declarative loader class creates the specified nodes according to any
+    modfications provided in the configs and returns the pipeline needed for
+    inference.
+
+    Args:
+
+        run_config (:obj:`str`): Path to yaml file that declares the node \
+        sequence to be used in the pipeline
+
+        config_updates_cli (:obj:`str`): stringified nested dictionaries of \
+        config changes passed as part of cli command. Used to modify the node \
+        configurations direct from cli.
+
+        custom_node_parent_folder (:obj:`str`): path to parent folder which contains \
+        custom nodes that users have created to be used with PeekingDuck. \
+        For more information on using custom nodes, please refer to \
+        `getting started <getting_started/03_custom_nodes.html>`_.
+
+    """
 
     def __init__(self,
                  run_config: str,
diff --git a/peekingduck/runner.py b/peekingduck/runner.py
index 7b855be47..e80012c73 100644
--- a/peekingduck/runner.py
+++ b/peekingduck/runner.py
@@ -26,7 +26,30 @@
 
 
 class Runner():
-    """Runner class that uses the declared nodes to create pipeline to run inference
+    """
+    The runner class for creation of pipeline using declared/given nodes.
+
+    The runner class uses the provided configurations to setup a node pipeline
+    which is used to run inference.
+
+    Args:
+
+        RUN_PATH (:obj:`str`): If path to a run_config.yml is provided, uses \
+        our declarative loader to load the yaml file according to our specified \
+        schema to obtain the declared nodes that would be sequentially \
+        initialized and used to create the pipeline for running inference. \
+
+        config_updates_cli (:obj:`str`): config changes passed as part of the \
+        cli command sed to modify the node configurations direct from cli.
+
+        CUSTOM_NODE_PARENT_FOLDER (:obj:`str`): path to folder which contains \
+        custom nodes that users have created to be used with PeekingDuck. \
+        For more information on using custom nodes, please refer to \
+        `getting started <getting_started/03_custom_nodes.html>`_.
+
+        nodes (:obj:`list` of :obj:`Node`): if not using declarations via yaml, \
+        initialize by giving the node stack directly as a list.
+
     """
 
     def __init__(self,
@@ -34,15 +57,6 @@ def __init__(self,
                  config_updates_cli: str = None,
                  CUSTOM_NODE_PARENT_FOLDER: str = None,
                  nodes: List[AbstractNode] = None):
-        """
-        Args:
-            RUN_PATH (str): path to yaml file of node pipeine declaration.
-            config_updates_cli (str): stringified nested dictionaries of configs.
-            CUSTOM_NODE_PARENT_FOLDER (str): parent folder of the custom nodes folder.
-            nodes (:obj:'list' of :obj:'Node'): if not using declarations via yaml,
-                initialize by giving the node stack as a list
-
-        """
 
         self.logger = logging.getLogger(__name__)
 
@@ -86,6 +100,6 @@ def get_run_config(self) -> List[str]:
         """retrieve run configs
 
         Returns:
-            Dict[Any]: run configs being used for runner
+            (:obj:`Dict`: run configs being used for runner
         """
         return self.node_loader.node_list