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Image Tutorials
===============
These tutorials will help you learn how to create and use models that work with
images and other computer vision tasks.
Most of these tutorials use the `MXNet GluonCV toolkit <https://gluon-cv.mxnet.io/>`__.
Basic Image Tutorials
---------------------
.. container:: cards
.. card::
:title: MNIST
:link: mnist.html
How to create a convolutional neural network for handwritten digit recognition.
GluonCV Toolkit Tutorials
-------------------------
These tutorials link to the MXNet GluonCV Toolkit website.
.. container:: cards
.. card::
:title: Prepare Datasets
:link: https://gluon-cv.mxnet.io/build/examples_datasets/index.html
How to use built-in MXNet GluonCV features for loading and preparing both common & custom datasets.
.. card::
:title: Image Classification
:link: https://gluon-cv.mxnet.io/build/examples_classification/index.html
Pretrained models for inference, fine-tune models, train your own model
on ImageNet, and more.
.. card::
:title: Object Detection
:link: https://gluon-cv.mxnet.io/build/examples_detection/index.html
Learn how to use Single shot detector (SSD), RCNN, and YOLO models.
.. card::
:title: Semantic Segmentation
:link: https://gluon-cv.mxnet.io/build/examples_segmentation/index.html
Learn how to use and train models that can identify and segment objects in an image.
.. card::
:title: Instance Segmentation
:link: https://gluon-cv.mxnet.io/build/examples_instance/index.html
Learn how to use and train models the perform a variation of semantic
segmentation that also classifies similar objects into discrete entities.
.. card::
:title: Pose Estimation
:link: https://gluon-cv.mxnet.io/build/examples_pose/index.html
Learn how to use a simple Pose network that predicts the heatmap for each
joint then map it to the coordinates on the original image.
.. toctree::
:hidden:
:maxdepth: 1
:glob:
*