Merge branch 'dev' of https://github.com/Xilinx/finn into dev

docs/finn/getting_started.rst

+.. _getting_started:
+
 ***************
 Getting Started
 ***************

docs/finn/tutorials.rst

@@ -6,4 +6,55 @@ Tutorials
 
 .. note:: **This website is currently under construction.**
 
-.. note:: **On this page a guide for the Jupyter notebooks in the FINN repo will be available shortly.** Please feel free to already take a look at the notebooks using this `link <https://github.com/Xilinx/finn/tree/dev/notebooks>`_.
+FINN provides several Jupyter notebooks that can help to get familiar with the basics, the internals and the end-to-end flow in FINN. All Jupyter notebooks can be found in the repo in the `notebook folder <https://github.com/Xilinx/finn/tree/dev/notebooks>`_.
+
+Basics
+======
+
+The notebooks in this folder should give a basic insight into FINN, how to get started and the basic concepts.
+
+* `0_getting_started <https://github.com/Xilinx/finn/blob/dev/notebooks/basics/0_getting_started.ipynb>`_
+  
+  * This notebook corresponds to the chapter :ref:`getting_started` and gives an overview how to start working with FINN.
+
+* `1_how_to_work_with_onnx <https://github.com/Xilinx/finn/blob/dev/notebooks/basics/1_how_to_work_with_onnx.ipynb>`_
+
+  * This notebook can help you to learn how to create and manipulate a simple ONNX model, also by using FINN
+
+* `2_modelwrapper <https://github.com/Xilinx/finn/blob/dev/notebooks/basics/2_modelwrapper.ipynb>`_
+
+  * This notebook corresponds to the section :ref:`modelwrapper` in the chapter about internals.
+
+* `3_brevitas_network_import <https://github.com/Xilinx/finn/blob/dev/notebooks/basics/3_brevitas_network_import.ipynb>`_
+
+  * This notebook shows how to import a brevitas network and prepare it for the FINN flow.
+
+Internals
+=========
+
+The notebooks in this folder are more developer oriented. They should help you to get familiar with the principles in FINN and how to add new content regarding these concepts.
+
+* `0_custom_analysis_pass <https://github.com/Xilinx/finn/blob/dev/notebooks/internals/0_custom_analysis_pass.ipynb>`_
+
+  * This notebook explains what an analysis pass is and how to write one for FINN.
+
+* `1_custom_transformation_pass <https://github.com/Xilinx/finn/blob/dev/notebooks/internals/1_custom_transformation_pass.ipynb>`_
+
+  * This notebook explains what a transformation pass is and how to write one for FINN.
+
+* `2_custom_op <https://github.com/Xilinx/finn/blob/dev/notebooks/internals/2_custom_op.ipynb>`_
+
+  * This notebooks explains what a custom operation/node is and how to create one for FINN.
+
+* `3_verify_hls_custom_op <https://github.com/Xilinx/finn/blob/dev/notebooks/internals/3_verify_hls_custom_op.ipynb>`_
+
+  * This notebook shows the functional verification flow for hls custom operations/nodes.
+
+End-to-End Flow
+===============
+
+This notebook shows the FINN end-to-end flow step by step using an example of a simple, binarized, fully-connected network trained on the MNIST data set. Starting with the brevitas export and taking this particular network all the way down to hardware by using a specific sequence of transformations.
+
+* `tfc_end2end_example <https://github.com/Xilinx/finn/blob/dev/notebooks/end2end_example/tfc_end2end_example.ipynb>`_
+
+