ModelArts2021个人年度总结整理

将自己2021年度的ModelArts知识进行一个总结，归纳。

知识总结分享

深度学习

https://bbs.huaweicloud.com/forum/forum.php?mod=viewthread&tid=102933

人工智能的历史变迁

https://bbs.huaweicloud.com/forum/forum.php?mod=viewthread&tid=102935

深度学习的现实应用

https://bbs.huaweicloud.com/forum/forum.php?mod=viewthread&tid=104848

《深度学习》常说的基本概念汇总

https://bbs.huaweicloud.com/forum/forum.php?mod=viewthread&tid=104660

ModelArts预置算法选择

https://bbs.huaweicloud.com/forum/forum.php?mod=viewthread&tid=104921

Jupyter Notebook的优缺点

https://bbs.huaweicloud.com/forum/forum.php?mod=viewthread&tid=104946

ModelArts云上开发环境

https://bbs.huaweicloud.com/forum/forum.php?mod=viewthread&tid=104949

神经网络的监督学习笔记

https://bbs.huaweicloud.com/forum/forum.php?mod=viewthread&tid=108447

ModelArts应用维护的基本流程

https://bbs.huaweicloud.com/forum/forum.php?mod=viewthread&tid=110054

训练管理和AI Gallery发布的预置算法的区别

https://bbs.huaweicloud.com/forum/forum.php?mod=viewthread&tid=117368

人工智能的三要素：数据、算力和算法

https://bbs.huaweicloud.com/forum/forum.php?mod=viewthread&tid=122299

ModelArts自动分组

https://bbs.huaweicloud.com/forum/forum.php?mod=viewthread&tid=132382

分享ipynb到AI Gallery的方法

https://bbs.huaweicloud.com/forum/forum.php?mod=viewthread&tid=154350

ModelArts基础之开发环境

https://bbs.huaweicloud.com/forum/forum.php?mod=viewthread&tid=158099

问题解决

创建Notebook实例后打开报错404等代码，你可以这样做

https://bbs.huaweicloud.com/forum/forum.php?mod=viewthread&tid=109744

遇见Error: 403 Forbidden错误时你可以这样做

https://bbs.huaweicloud.com/forum/forum.php?mod=viewthread&tid=109743

ModelArts数据集无法显示图片解决办法

https://bbs.huaweicloud.com/forum/forum.php?mod=viewthread&tid=129747

 解决训练过程中无法找到so文件

https://bbs.huaweicloud.com/forum/forum.php?mod=viewthread&tid=129465

训练日志一直输出The specified key does not exist

https://bbs.huaweicloud.com/forum/forum.php?mod=viewthread&tid=129464

解决Notebook Examples加载失败，出现'_xsrf' argument missing from POST错误

https://bbs.huaweicloud.com/forum/forum.php?mod=viewthread&tid=130568

训练作业日志报错，找不到文件No such file or directory解决办法

https://bbs.huaweicloud.com/forum/forum.php?mod=viewthread&tid=129749

训练作业下载目录失败解决方法

https://bbs.huaweicloud.com/forum/forum.php?mod=viewthread&tid=134800

ModelArts部署自定义镜像的模型时出现异常的解决方法

https://bbs.huaweicloud.com/forum/forum.php?mod=viewthread&tid=135508

 Notebook无法执行代码的几种处理办法

https://bbs.huaweicloud.com/forum/forum.php?mod=viewthread&tid=135119

处理Notebook无法执行代码问题

https://bbs.huaweicloud.com/forum/forum.php?mod=viewthread&tid=136139

ModelArts出现数据集版本不合格错误提示的原因

https://bbs.huaweicloud.com/forum/forum.php?mod=viewthread&tid=142267

ModelArts数据集版本发布失败解决办法

https://bbs.huaweicloud.com/forum/forum.php?mod=viewthread&tid=142265

 Notebook无法引用同目录下的.py 文件解决方法

https://bbs.huaweicloud.com/forum/forum.php?mod=viewthread&tid=142268

实操总结

ModelArts自动学习实现武汉美食分类

https://bbs.huaweicloud.com/blogs/222631

【基于ModelArts】带你零代码开发检测口罩是否佩戴的模型

https://bbs.huaweicloud.com/forum/forum.php?mod=viewthread&tid=104955

用ModelArts实现“蚂蚁牙黑”特效实践记

https://bbs.huaweicloud.com/forum/forum.php?mod=viewthread&tid=112745

ModelArts自动学习实现中秋月饼分类

https://bbs.huaweicloud.com/forum/forum.php?mod=viewthread&tid=157544

基于ModelArts自动学习的超市商品分类定位

https://bbs.huaweicloud.com/blogs/314602

使用时序预测算法实现访问流量预测

https://bbs.huaweicloud.com/forum/forum.php?mod=viewthread&tid=109130

基于ModelArts自动学习的银行存款预测

https://bbs.huaweicloud.com/forum/forum.php?mod=viewthread&tid=109128

简单易上手的自动学习小样例之找云宝

https://bbs.huaweicloud.com/forum/forum.php?mod=viewthread&tid=109052

使用MXNet实现手写数字识别

https://bbs.huaweicloud.com/forum/forum.php?mod=viewthread&tid=109727

体验ModelArts数据管理物体检测类型

https://bbs.huaweicloud.com/forum/forum.php?mod=viewthread&tid=117031

使用自定义镜像创建训练作业

https://bbs.huaweicloud.com/forum/forum.php?mod=viewthread&tid=124824

使用PyCharm ToolKit工具快速实现模型训练和部署

https://bbs.huaweicloud.com/forum/forum.php?mod=viewthread&tid=129462

使用ModelArts图像分割数据集

https://bbs.huaweicloud.com/forum/forum.php?mod=viewthread&tid=134156

ModelArts团队标注使用教程

https://bbs.huaweicloud.com/forum/forum.php?mod=viewthread&tid=139812

ModelArts数据管理物体检测新体验

https://bbs.huaweicloud.com/forum/forum.php?mod=viewthread&tid=149914

ModelArts物体检测YOLO V3算法实战

https://bbs.huaweicloud.com/forum/forum.php?mod=viewthread&tid=157012

 使用强化学习自定义环境实现贪吃蛇游戏

https://bbs.huaweicloud.com/forum/forum.php?mod=viewthread&tid=164578

AI实战营

2021AI实战营使用强化学习训练五子棋AI

https://developer.huaweicloud.com/develop/aigallery/notebook/detail?id=5b6f1e32-d655-41e4-9382-eb174f98705c

2021AI实战营使用A2C算法控制登月器着陆

https://developer.huaweicloud.com/develop/aigallery/notebook/detail?id=7e74d987-aae5-4b23-8bdc-f382a851c945

2021AI实战营使用PPO算法玩“超级马里奥兄弟

https://developer.huaweicloud.com/develop/aigallery/notebook/detail?id=c4e04b77-d5cf-49d7-8c0b-12990e22788c

2021AI实战营常用框架工具-Pillow作业-添加水印

https://developer.huaweicloud.com/develop/aigallery/notebook/detail?id=337466ef-b7f7-4013-aebd-f4078541d496

基于MindSpore快速构建感知机实现手写数字二分类

https://developer.huaweicloud.com/develop/aigallery/notebook/detail?id=724a7d98-92c2-477f-a155-f9a5bc056b82

【2021AI实战营】基于ModelArts的CART算法的实现和调用

https://developer.huaweicloud.com/develop/aigallery/notebook/detail?id=05c3ab02-7b19-4108-b1ba-48c096f35e27

使用matplotlib绘制条形柱状图

https://developer.huaweicloud.com/develop/aigallery/notebook/detail?id=b37accb8-88fb-437e-9a8e-963923d546eb

使用matplotlib绘制堆叠柱状图

https://developer.huaweicloud.com/develop/aigallery/notebook/detail?id=ae2a2246-0f5d-4552-8ea6-c300525cdd1e