Reinforcement Learning for Video Recommender Systems - Qingpeng | VideoRecSys Workshop | RecSys 2023

preview_player
Показать описание
"Reinforcement Learning for Short Video Recommender Systems" talk by Qingpeng Cai (KuaiShou) at the Large-Scale Video Recommender Systems Workshop (VideoRecSys) 2023.

In this presentation, Qingpeng Cai discusses the deployment of Reinforcement Learning at an industrial scale on KuaiShou, a popular short video platform. He explores the unique challenges and opportunities that differentiate short video recommender systems from other recommendation systems, delving into problem setup and showcasing two works:

1. RL for Ranking (Multi-objectives): Discover how RL techniques are leveraged to enhance ranking, considering multiple objectives for an optimized user experience.
2. RL for Hyperparameter Tuning: Explore the application of RL in the fine-tuning of hyperparameters, showcasing the potential for improved system performance.

#kuaishou #recsys #ml #ai
  1. VideoRecsys Workshop
Рекомендации по теме
Reinforcement Learning for 0:28:12

Reinforcement Learning for Video Recommender Systems - Qingpeng | VideoRecSys Workshop | RecSys 2023

Reinforcement Learning in 0:52:29

Reinforcement Learning in Recommender Systems: Some Challenges

'Reinforcement Learning for 0:33:17

'Reinforcement Learning for Recommender Systems: A Case Study on Youtube,' by Minmin Chen

Supervised Reinforcement Learning 0:03:33

Supervised Reinforcement Learning with Recurrent Neural Network for Dynamic Treatment Recommendation

#ACEU19: Nick Pentreath 0:52:39

#ACEU19: Nick Pentreath – Reinforcement Learning for Recommendations

Applying Reinforcement Learning 0:54:33

Applying Reinforcement Learning in Industry

Reinforcement learning in 0:47:50

Reinforcement learning in Recommender systems, with Kim Folk

Optimized Recommender Systems 0:13:23

Optimized Recommender Systems with Deep Reinforcement Learning

CS5446-reinforcement learning algorithms 0:21:59

CS5446-reinforcement learning algorithms for recommendation systems

#1 RLRSV1 : 0:03:06

#1 RLRSV1 : Post1 V1 Series on building recommendation systems with reinforcement learning

Practical Reinforcement Learning 0:00:49

Practical Reinforcement Learning for Video Game Industry

Tutorial 2B Hands 1:49:27

Tutorial 2B Hands On Reinforcement Learning for recommender systems

Enterprise Applications of 0:07:34

Enterprise Applications of Reinforcement Learning

Trends in Recommendation 0:32:00

Trends in Recommendation & Personalization at Netflix

#34 RLRSV34 : 0:05:09

#34 RLRSV34 : Post8 V2- Building self learning recommendation system using reinforcement learning

#28 RLRSV28 : 0:14:24

#28 RLRSV28 : Post6 V4 - Building self learning recommendation system using reinforcement learning

Arize:Observe - Using 0:29:31

Arize:Observe - Using Reinforcement Learning Techniques for Recommender Systems

#8 RLRSV8 : 0:07:47

#8 RLRSV8 : Post1 V8 Recommendation Systems Using Reinforcement Learning-

#25 RLRSV25 : 0:14:24

#25 RLRSV25 : Post6 V1 - Building self learning recommendation system using reinforcement learning

#31 RLRSV31 : 0:09:01

#31 RLRSV31 : Post7 V3 - Building self learning recommendation system using reinforcement learning

Content-based filtering & 0:08:36

Content-based filtering & collaborative filtering (Building recommendation systems with TensorFl...

#20 RLRSV20 : 0:14:24

#20 RLRSV20 : Post5 V2 - Self learning recommendation system using reinforcement learning-Prototype

Dynamic Face Video 0:01:01

Dynamic Face Video Segmentation via Reinforcement Learning

PS2: Deep reinforcement 0:10:42

PS2: Deep reinforcement learning for page-wise recommendations Xiangyu Zhao