.. _example:

==============
MindTorch例子
==============

我们在这里列出了一些示例，但更多教程和应用程序可以在 `MSAdapterModelZoo <https://openi.pcl.ac.cn/OpenI/MSAdapterModelZoo>`__ 中找到。

计算机视觉
============

 - Real-time Scene Text Detection with Differentiable Binarization. `DBNet <https://openi.pcl.ac.cn/OpenI/MSAdapterModelZoo/src/branch/master/official/cv/DBNet>`__.
 - EAST is a simple yet powerful pipeline that yields fast and accurate text detection in natural scenes. `EAST <https://openi.pcl.ac.cn/OpenI/MSAdapterModelZoo/src/branch/master/official/cv/EAST>`__.
 - PQA-Net: Deep No Reference Point Cloud Quality Assessment via Multi-view Projection. `PQA-Net <https://openi.pcl.ac.cn/OpenI/MSAdapterModelZoo/src/branch/master/official/cv/PQA-Net>`__.
 - ResNet (residual neural network) was proposed by Kaiming He and other four Chinese of Microsoft Research Institute. `ResNet  <https://openi.pcl.ac.cn/OpenI/MSAdapterModelZoo/src/branch/master/official/cv/ResNet50>`__.
 - U-Net: Convolutional Networks for Biomedical Image Segmentation. `U-Net2D <https://openi.pcl.ac.cn/OpenI/MSAdapterModelZoo/src/branch/master/official/cv/UNet2D>`__.
 - Faster R-CNN: Towards Real-Time Object Detection with Region Proposal Networks. `Faster R-CNN <https://openi.pcl.ac.cn/OpenI/MSAdapterModelZoo/src/branch/master/official/cv/faster_rcnn>`__.
 - MobileNetV2 is tuned to mobile phone CPUs through a combination of hardware- aware network architecture search (NAS) complemented by the NetAdapt algorithm and then subsequently improved through novel architecture advances. `MobileNetV2 <https://openi.pcl.ac.cn/OpenI/MSAdapterModelZoo/src/branch/master/official/cv/mobilenet_v2>`__.

自然语言
============
 - BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding. `BERT <https://openi.pcl.ac.cn/OpenI/MSAdapterModelZoo/src/branch/master/official/nlp/BERT>`__.
 - Improving Language Understandingby Generative Pre-Training. `GPT <https://openi.pcl.ac.cn/OpenI/MSAdapterModelZoo/src/branch/master/official/nlp/gpt>`__.


推荐系统
============
 - DeepFM: A Factorization-Machine based Neural Network for CTR Prediction. `DeepFM: <https://openi.pcl.ac.cn/OpenI/MSAdapterModelZoo/src/branch/master/official/recommend/deepfm>`__.

分布式训练处理
==================
 - 自动并行 `Auto Parallel <https://openi.pcl.ac.cn/OpenI/MSAdapterModelZoo/src/branch/master/example/distributed/auto_parallel>`__.
 - 数据并行 `Data Parallel <https://openi.pcl.ac.cn/OpenI/MSAdapterModelZoo/src/branch/master/example/distributed/data_parallel>`__.