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AI chief architect 9- huxiaoguang, propeller model library and industry application
2022-06-29 23:57:00 【The mountain of ignorance, the valley of despair, the slope of 】
0、 Introduce


Catalog 
1、 summary
Difficulties in industrial implementation 
Propeller model library solution 
Panorama of industry and model base 
AI Science component 
Sample data + Fitting of formula combination 
Application cases of fluid mechanics 
Performance and accuracy PP Series model 
Training reasoning Integration , Transformation of other models 
Compression tool 
Automatic compression function , Just data and models , The code does not need to be given , Automatic generation 
2、PaddleClas
Classification task 
Basic tasks 
Attribute detection classification 
PULC Lightweight solutions 
Preset common models 
Server side GPU And mobile CPU Network structure ,3X3 Convolution fit GPU
The network model is complete 
PP-Shitu Suitable for scenarios where the category is not determined in advance 
3、PaddleDetection

Target detection task , The goal is + Location 
Facing the challenge 
Application scenarios 
Basic algorithm , A stage , Two stages , and Anchor Free
Comparison of detection algorithms 
Server and mobile models 
PP-YOLO
Mobile terminal model 
Key point detection 
Lightweight detection 
application 
4、PaddleOCR

Application scenarios 
Panorama 
Optimization of detection and identification 
contrast 
5、PaddleNLP

Development Kit 
Development experience 
General information extraction UIE, Statistical learning , neural network , Preliminary training ,Prompt Time 
Model migration capability 
Characteristic model 
High performance production acceleration library 
Dialog generation model 
6、 Industry Applications

Intelligent scenes 
Enterprise case 
scene 
background 
End side and edge side synchronous inference detection 
difficulty 
Model and efficiency 
tailoring 
Distillation 
quantitative 
Final effect 
Actual case 
QA Understand the principles behind any contact tool
aistudio In fact, it is through the front end or the client side of the code , Visit the virtual environment of Baidu's server
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