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模型压缩
========

《模型压缩》模型压缩跟轻量化网络模型不同，压缩主要是对轻量化或者非轻量化模型执行剪枝、蒸馏、量化等压缩算法和手段，使得模型更加小、更加轻便、更加利于执行。

   希望这个系列能够给大家、朋友们带来一些些帮助，也希望自己能够继续坚持完成所有内容哈！

**内容大纲**

   ``PPT``\ 和\ ``字幕``\ 需要到
   `Github <https://github.com/chenzomi12/DeepLearningSystem>`__
   下载，网页课程版链接会失效哦~

   建议优先下载 PDF 版本，PPT 版本会因为字体缺失等原因导致版本很丑哦~

+-----------------------+-----------------------+-----------------------+
| 大纲                  | 小节                  | 链接                  |
+=======================+=======================+=======================+
| 模型压缩              | 01 基本介绍           | `PPT <./01.           |
|                       |                       | introduction.pdf>`__, |
|                       |                       | `视频 <https:         |
|                       |                       | //www.bilibili.com/vi |
|                       |                       | deo/BV1384y187tL/>`__ |
+-----------------------+-----------------------+-----------------------+
| 模型压缩              | 02 低比特量化原理     | `PPT                  |
|                       |                       |  <./02.quant.pdf>`__, |
|                       |                       | `视频 <https:         |
|                       |                       | //www.bilibili.com/vi |
|                       |                       | deo/BV1VD4y1n7AR/>`__ |
+-----------------------+-----------------------+-----------------------+
| 模型压缩              | 03 感知量化训练 QAT   | `P                    |
|                       |                       | PT <./03.qat.pdf>`__, |
|                       |                       | `视频 <https:         |
|                       |                       | //www.bilibili.com/vi |
|                       |                       | deo/BV1s8411w7b9/>`__ |
+-----------------------+-----------------------+-----------------------+
| 模型压缩              | 04                    | `P                    |
|                       | 训练后量化PTQ与部署   | PT <./04.ptq.pdf>`__, |
|                       |                       | `视频 <https:         |
|                       |                       | //www.bilibili.com/vi |
|                       |                       | deo/BV1HD4y1n7E1/>`__ |
+-----------------------+-----------------------+-----------------------+
| 模型压缩              | 05 模型剪枝           | `PPT <                |
|                       |                       | ./05.pruning.pdf>`__, |
|                       |                       | `视频 <https:         |
|                       |                       | //www.bilibili.com/vi |
|                       |                       | deo/BV1y34y1Z7KQ/>`__ |
+-----------------------+-----------------------+-----------------------+
| 模型压缩              | 06(上) 知识蒸馏原理   | `PPT <./06.           |
|                       |                       | distillation.pdf>`__, |
|                       |                       | `视频 <https:         |
|                       |                       | //www.bilibili.com/vi |
|                       |                       | deo/BV1My4y197Tf/>`__ |
+-----------------------+-----------------------+-----------------------+
| 模型压缩              | 06(下) 知识蒸馏算法   | `PPT <./06.           |
|                       |                       | distillation.pdf>`__, |
|                       |                       | `视频 <https:         |
|                       |                       | //www.bilibili.com/vi |
|                       |                       | deo/BV1vA411d7MF/>`__ |
+-----------------------+-----------------------+-----------------------+

.. toctree::
   :maxdepth: 2

   01.introduction
   02.quant
   03.qat
   04.ptq
   05.pruning
   06.distillation
   07.distillation