Tutorials & Ressources
======================

Notebook tutorials
------------------

.. list-table::
   :header-rows: 0
   :widths: 30 70

   * - .. image:: https://github.com/clEsperanto/pyclesperanto/blob/main/demos/images/select_device.png?raw=true
        :alt: Select and Manage devices
        :align: center
     -
       - `Select and Manage your GPU devices <https://github.com/clEsperanto/pyclesperanto/tree/main/demos/api/select_devices.ipynb>`_
       - `Host-Device memory management <https://github.com/clEsperanto/pyclesperanto/tree/main/demos/api/push_pull_create.ipynb>`_
       - `Process an image using pyclesperanto <https://github.com/clEsperanto/pyclesperanto/tree/main/demos/api/process_image.ipynb>`_

   * - .. image:: https://github.com/clEsperanto/pyclesperanto/blob/main/demos/images/crop_and_paste_images.png?raw=true
        :alt: Array operations
        :align: center
     -
       - `Arrays Manipulation  <https://github.com/clEsperanto/pyclesperanto/tree/main/demos/basics/crop_flip_paste.ipynb>`_
       - `Arrays arithmetics  <https://github.com/clEsperanto/pyclesperanto/tree/main/demos/basics/arithmetic_operators.ipynb>`_
       - `Matrix arithmetics  <https://github.com/clEsperanto/pyclesperanto/tree/main/demos/basics/matrices_operations.ipynb>`_
       - `Vector-Matrix arithmetics  <https://github.com/clEsperanto/pyclesperanto/tree/main/demos/basics/vectors_and_matrices_operations.ipynb>`_      


   * - .. image:: https://github.com/clEsperanto/pyclesperanto/blob/main/demos/images/select_device.png?raw=true
        :alt: Filtering and detection
        :align: center
     -
       - `Edge and Ridge detection <https://github.com/clEsperanto/pyclesperanto/tree/main/demos/examples/edge_detection_and_enhancement.ipynb>`_
       - `Denoising filters <https://github.com/clEsperanto/pyclesperanto/tree/main/demos/examples/edge_detection_and_enhancement.ipynb>`_
       - `Peak detection <https://github.com/clEsperanto/pyclesperanto/tree/main/demos/examples/edge_detection_and_enhancement.ipynb>`_
       - `Thresholding <https://github.com/clEsperanto/pyclesperanto/tree/main/demos/examples/edge_detection_and_enhancement.ipynb>`_


   * - .. image:: https://github.com/clEsperanto/pyclesperanto/blob/main/demos/images/segmentation_3d.png?raw=true
        :alt: Segmentation
        :align: center
     -
       - `Blob segmentation <https://github.com/clEsperanto/pyclesperanto/tree/main/demos/examples/analyse_blobs.ipynb>`_
       - `Voronoi-Otsu segmentation <https://github.com/clEsperanto/pyclesperanto/tree/main/demos/examples/voronoi_otsu_labeling.ipynb>`_
       - `Membrane segmentation <https://github.com/clEsperanto/pyclesperanto/tree/main/demos/examples/membrane_segmentation_2d.ipynb>`_
       - `3D nuclei segmentation <https://github.com/clEsperanto/pyclesperanto/tree/main/demos/examples/Segmentation_3D.ipynb>`_
     

   * - .. image:: https://github.com/clEsperanto/pyclesperanto/blob/main/demos/images/select_device.png?raw=true
        :alt: Quantification and measurements
        :align: center
     -
       - `Region properties <https://github.com/clEsperanto/pyclesperanto/tree/main/demos/api/select_devices.ipynb>`_
       - `Region filtering <https://github.com/clEsperanto/pyclesperanto/tree/main/demos/api/push_pull_create.ipynb>`_
       - `Parametrical maps <https://github.com/clEsperanto/pyclesperanto/tree/main/demos/api/process_image.ipynb>`_


   * - .. image:: https://github.com/clEsperanto/pyclesperanto/blob/main/demos/images/multi-device-tiling.png?raw=true
        :alt: Advanced operations
        :align: center
     -
       - `Image transformation <https://github.com/clEsperanto/pyclesperanto/tree/main/demos/examples/affine_transforms.ipynb>`_
       - `FFT Convolution and Deconvolution <https://github.com/clEsperanto/pyclesperanto/tree/main/demos/examples/affine_transforms.ipynb>`_
       - `Multi-device tile processing <https://github.com/clEsperanto/pyclesperanto/tree/main/demos/examples/multi-gpu_tile_processing_with_dask.ipynb>`_
       - `Ask Bia-Bob <https://github.com/clEsperanto/pyclesperanto/tree/main/demos/interoperability/biabob-example.ipynb>`_