diff --git a/examples/Handler Methods.ipynb b/examples/Handler Methods.ipynb
index d7aaa5b1..e17c1ca1 100644
--- a/examples/Handler Methods.ipynb	
+++ b/examples/Handler Methods.ipynb	
@@ -13,7 +13,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "![Neuraxle Handler Methods](./images/neuraxle_handler_methods.png)"
+    "![Neuraxle Handler Methods](./_images/neuraxle_handler_methods.png)"
    ]
   },
   {
@@ -37,6 +37,7 @@
     "2. [\\_will\\_fit(data_container, context)](https://www.neuraxle.org/stable/api/neuraxle.base.html#neuraxle.base._FittableStep._will_fit): Apply side effects before fit.\n",
     "3. [\\_fit\\_data\\_container(data_container, context)](https://www.neuraxle.org/stable/api/neuraxle.base.html#neuraxle.base._FittableStep._fit_data_container): Fit data container.\n",
     "4. [\\_did\\_fit(data_container, context)](https://www.neuraxle.org/stable/api/neuraxle.base.html#neuraxle.base._FittableStep._did_fit): Apply side effects after fit.\n",
+    "5. [\\_did\\_process(data_container, context)](https://www.neuraxle.org/stable/api/neuraxle.base.html#neuraxle.base._TransformerStep._did_process): Apply side effects after any step method.\n",
     "\n",
     "### [handle_transform](https://www.neuraxle.org/stable/api/neuraxle.base.html#neuraxle.base._TransformerStep.handle_transform)\n",
     "\n",
@@ -50,11 +51,11 @@
     "\n",
     "When you need to apply side effects, or change the execution flow:\n",
     "\n",
-    "- Edit the [DataContainer](https://www.neuraxle.org/stable/api/neuraxle.data_container.html#neuraxle.data_container.DataContainer)\n",
-    "- Call a method on a step\n",
-    "- Mini-Batching (see [MiniBatchSequentialPipeline](https://www.neuraxle.org/stable/api/neuraxle.pipeline.html#neuraxle.pipeline.MiniBatchSequentialPipeline))\n",
-    "- Caching (see [neuraxle.checkpoint](https://www.neuraxle.org/stable/api/neuraxle.checkpoints.html) package)\n",
-    "- etc.\n",
+    "* Edit the [DataContainer](https://www.neuraxle.org/stable/api/neuraxle.data_container.html#neuraxle.data_container.DataContainer)\n",
+    "* Call a method on a step\n",
+    "* Mini-Batching (see [MiniBatchSequentialPipeline](https://www.neuraxle.org/stable/api/neuraxle.pipeline.html#neuraxle.pipeline.MiniBatchSequentialPipeline))\n",
+    "* Caching (see [neuraxle.checkpoint](https://www.neuraxle.org/stable/api/neuraxle.checkpoints.html) package)\n",
+    "* etc.\n",
     "\n",
     "### [HandleOnlyMixin](https://www.neuraxle.org/stable/api/neuraxle.base.html#neuraxle.base.HandleOnlyMixin)\n",
     "\n",
diff --git a/examples/Introduction to Time Series Processing.ipynb b/examples/Introduction to Time Series Processing.ipynb
index 026f1680..9e591d73 100644
--- a/examples/Introduction to Time Series Processing.ipynb	
+++ b/examples/Introduction to Time Series Processing.ipynb	
@@ -50,7 +50,7 @@
     "\n",
     "Here is how the 3D data cube looks like. So we'll have a train and a test data cube, and might create validation data cubes as well: \n",
     "\n",
-    "![](images/time-series-data.jpg)\n",
+    "![Time Series Data](./_images/neuraxle_time_series_data.png)\n",
     "\n",
     "So we have 3D data of shape `[batch_size, time_steps, features]`. If this and the above is still unclear to you, you may want to [learn more on the 3D shape of time series data](https://www.quora.com/What-do-samples-features-time-steps-mean-in-LSTM/answers/79038267).\n"
    ]
diff --git a/examples/Step Saving And Lifecycle.ipynb b/examples/Step Saving And Lifecycle.ipynb
index 93fcf838..1ad2f922 100644
--- a/examples/Step Saving And Lifecycle.ipynb	
+++ b/examples/Step Saving And Lifecycle.ipynb	
@@ -15,7 +15,7 @@
    "source": [
     "## Lifecycle\n",
     "\n",
-    "![Machine Learning Lifecycle in Neuraxle](./images/neuraxle_machine_learning_lifecycle.png)"
+    "![Machine Learning Lifecycle in Neuraxle](./_images/neuraxle_machine_learning_lifecycle.png)"
    ]
   },
   {
diff --git a/examples/images/neuraxle_handler_methods.png b/examples/_images/neuraxle_handler_methods.png
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rename from examples/images/neuraxle_handler_methods.png
rename to examples/_images/neuraxle_handler_methods.png
diff --git a/examples/images/neuraxle_machine_learning_lifecycle.png b/examples/_images/neuraxle_machine_learning_lifecycle.png
similarity index 100%
rename from examples/images/neuraxle_machine_learning_lifecycle.png
rename to examples/_images/neuraxle_machine_learning_lifecycle.png
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