Tutorials
=========

All of our Jupyter Notebook tutorials are directly accessible via `Binder <https://mybinder.org/>`__.
At Aidge, we're all about providing state-of-the-art, proven and reusable tools.
This Binder integration means you get a ready-to-use environment right in your browser, making our code immediately reproducible for everyone, everywhere.


To get started with Aidge, follow the Aidge demonstration tutorial.
This tutorial covers the basic features of the Aidge framework, including importing an ONNX model, transforming a neural network graph, running inference, and exporting to C++.

.. nbgallery::
    101_first_step.nblink
    aidge_ir.nblink
    NN_Graphs_from_scratch.nblink


🛠 Aidge functionalities
------------------------

.. nbgallery::
    database.nblink
    graph_matching.nblink
    scheduling.nblink
    learning.nblink
    ONNX.nblink
    backend_cuda.nblink
    snn_learning.nblink
    save_load.nblink

🔍 Analysis tutorials
----------------------

.. nbgallery::
    model_explorer.nblink
    static_analysis.nblink
    benchmark.nblink
    gui.nblink

🚀 Deployment tutorials
-----------------------

.. nbgallery::
    benchmark_on_target.nblink
    tinyml_benchmark.nblink
    accelerated_npu_deployment_stm32n6_alif_ake7.nblink
    heterogeneous_deployment_alif_ake7.nblink

⚙️ Optimization tutorials
-------------------------

.. nbgallery::
    ptq.nblink
    tiling.nblink
    tiling_1DCNN.nblink

🗜️ Aidge Compression
-----------------------

.. nbgallery::
    compression.nblink

🚀 Export tutorials
--------------------

.. nbgallery::
    export_cpp_add_impl.nblink
    export_trt.nblink
    export_acetone_yolov8.nblink
    xnnpack_riscv.nblink

🔬📊 DNN uncertainty estimation
--------------------------------


.. nbgallery::
    CIFAR-10_vs_GTSRB_DNN_uncertainty_estimation_using_Monte_Carlo_Dropout.nblink
    Dropout_op_statistical_validation.nblink
    Inference_with_a_real_CIFAR-10_input_image.nblink


🤝 Trustworthy AI
------------------

.. nbgallery::
    robust_training.nblink
    robustness_evaluation.nblink


👨‍💻 Developer tutorials
-----------------------------

.. nbgallery::
    add_new_operator.nblink


If you encounter any difficulties with the tutorials, please create an issue `here <https://gitlab.eclipse.org/groups/eclipse/aidge/-/issues>`_.

For more information on contributing to Aidge, please refer to the `wiki <https://gitlab.eclipse.org/groups/eclipse/aidge/-/wikis/Contributing>`_.