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  1. ===========================================

  2. Sedna documentation

  3. ===========================================

  4. 

  5. .. image:: ./_static/logo.png

  6. 

  7. Sedna is an edge-cloud synergy AI project incubated in KubeEdge SIG AI. Benefiting from the edge-cloud synergy capabilities provided by KubeEdge, Sedna can implement across edge-cloud collaborative training and collaborative inference capabilities, such as joint inference, incremental learning, federated learning, and lifelong learning. Sedna supports popular AI frameworks, such as TensorFlow, Pytorch, PaddlePaddle, MindSpore.

  8. 

  9. Sedna can simply enable edge-cloud synergy capabilities to existing training and inference scripts, bringing the benefits of reducing costs, improving model performance, and protecting data privacy.

  10. 

  11. .. toctree::

  12.     :maxdepth: 1

  13.     :caption: QUICK START

  14. 

  15.     quickstart

  16. 

  17. 

  18. .. toctree::

  19.     :maxdepth: 1

  20.     :caption: INTRODUCTION

  21.     :hidden:

  22. 

  23.     proposals/architecture

  24.     proposals/dataset-and-model

  25.     proposals/federated-learning

  26.     proposals/incremental-learning

  27.     proposals/joint-inference

  28.     proposals/lifelong-learning

  29.     proposals/object-search

  30.     proposals/object-tracking

  31. 

  32. 

  33. .. toctree::

  34.     :maxdepth: 1

  35.     :titlesonly:

  36.     :glob:

  37.     :caption: DEPLOY

  38. 

  39.     setup/*

  40. 

  41. 

  42. .. toctree::

  43.     :maxdepth: 1

  44.     :glob:

  45.     :caption: EXAMPLES

  46. 

  47.     examples/federated_learning/surface_defect_detection/README

  48.     examples/incremental_learning/helmet_detection/README

  49.     examples/joint_inference/helmet_detection_inference/README

  50.     examples/lifelong_learning/atcii/README

  51.     examples/storage/s3/README

  52. 

  53. 

  54. .. toctree::

  55.     :maxdepth: 1

  56.     :caption: API

  57.     :titlesonly:

  58.     :glob:

  59. 

  60.     api/crd/*

  61.     api/lib/*

  62. 

  63. .. toctree::

  64.     :maxdepth: 1

  65.     :caption: Contributing

  66.     :titlesonly:

  67.     :glob:

  68. 

  69.     contributing/*

  70. 

  71. .. toctree::

  72.     :maxdepth: 1

  73.     :caption: API REFERENCE

  74.     :titlesonly:

  75.     :glob:

  76. 

  77.     autoapi/lib/sedna/index

  78. 

  79. 

  80. .. toctree::

  81.     :caption: ROADMAP

  82.     :hidden:

  83. 

  84.     roadmap

  85. 

  86. 

  87. Community

  88. =========

  89. 

  90. Sedna is an open source project and in the spirit of openness and freedom, we welcome new contributors to join us.

  91. You can get in touch with the community according to the ways:

  92. * [Github Issues](https://github.com/kubeedge/sedna/issues)

  93. * [Regular Community Meeting](https://zoom.us/j/4167237304)

  94. * [slack channel](https://app.slack.com/client/TDZ5TGXQW/C01EG84REVB/details)

  95. 

  96. 

  97. RELATED LINKS

  98. =============

  99. 

  100. .. mdinclude:: related_link.md

  101. 

  102. Indices and tables

  103. ==================

  104. 

  105. * :ref:`genindex`

  106. * :ref:`modindex`

  107. * :ref:`search`