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联邦学习在视觉领域的应用,揭秘2020年AAAI人工智能创新应用奖获奖案例!

联邦学习是如何应用在视觉领域的? 本文会通过一个获得了2020年AAAI人工智能创新应用奖(也是第一个基于联邦学习的人工智能工业级奖项)的案例来向大家介绍! 本案例是联邦学习在视觉、物联网、安防领域的实际应用,对分散在各地的摄像头数据,通过联邦学习,构建一个联邦分布式的训练网络,使摄像头数据不需要上传,就可以协同训练目标检测模型,这样一方面确保用户的隐私数据不会泄露,另一方面充分利用各参与方的训练数据,提升机器视觉模型的识别效果。 以下内容节选自《联邦学习实战(全彩)》一书! ---- --正文-- 在

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flask中的所有第三方模块大集合

Flask-AppBuilder - Simple and rapid Application builder, includes detailed security, auto form generation, google charts and much more. FlaskEx - UNKNOWN gourd - easy server framework. add flask's style route to tcp/udp server. kit - Flask, Celery, SQLAlchemy integration framework. Flask-WTF - Simple integration of Flask and WTForms alchemist - A server architecture built on top of a solid foundation provided by flask, sqlalchemy, and various extensions. Flask-Mail - Flask extension for sending email sga - make it easier to use pyga for web develop. and make pyga compatible with flask and django. flask-peewee - Peewee integration for flask flask_util_js - flask's util in javascript. such as url_for etc. Flask-Security - Simple security for Flask apps Flask-RESTful - Simple framework for creating REST APIs Flask-SeaSurf - An updated CSRF extension for Flask. Flask-Cache - Adds cache support to your Flask application Flask-Admin - Simple and extensible admin interface framework for Flask Flask-Slither - A small library between MongoDB and JSON API endpoints Flask-Bootstrap - An extension that includes Bootstrap in your project, without any boilerplate code. Flask-Script - Scripting support for Flask Flask-GoogleLogin - Extends Flask-Login to use Google's OAuth2 authorization Flask-Exceptional - Adds Exceptional support to Flask applications Flask - A microframework based on Werkzeug, Jinja2 and good intentions INSTALLED: 0.10.1 (latest) clay-flask - Clay is a framework for building RESTful backend services using best practices. Flask-Classy - Class based views for Flask ShelfCMS - Enhancing flask microframework with beautiful admin and cms-like features

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