ewanlee/PRICAI2018.md

## PRICAI2018.md

      
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              PRICAI2018.md
            
          
    PRICAI 2018 第一日参会记录

今天主要参与了以下两个workshop：

Workshop on Methods and Applications of Reinforcement Learning
AutoML Workshop at PRICAI 2018

比较重要的points记录如下：
Workshop on Methods and Applications of Reinforcement Learning


Curriculum Learning

When training machine learning models, start with easier subtasks and gradually increase the difficulty level of the tasks
Motivation comes from the observation that humans and animals seem to learn better when trained with a curriculum like a strategy
Maybe mitigate the issue of reward design
Link to the paper


AutoML Workshop at PRICAI 2018


Model-based Search (hyperparameter tunning)


Model-based Derivative-free Methods for Optimization

RACOS

Yang Yu, Hong Qian, and Yi-Qi Hu. Derivative-Free Optimization via Classification. In: Proceedings of the 30th AAAI           Conference on Artificial Intelligence (AAAI16), Phoenix, AZ, 2016 PDF file


SRACOS

Yi-Qi Hu, Hong Qian, and Yang Yu. Sequential classification-based optimization for direct policy search. In: Proceedings of the 31st AAAI Conference on Artificial Intelligence (AAAI17), San Francisco, CA, 2017. PDF file