Alp Kucukelbir
- Variational Inference: A Review for Statisticians
2017/02/27 by David M. Blei, Alp Kucukelbir, Jon D. McAuliffe · 198 citations
Computer Science · #Bayesian Methods and Mixture Models #Gaussian Processes and Bayesian Inference #Generative Adversarial Networks and Image Synthesis
- Edward: A library for probabilistic modeling, inference, and criticism
2016/10/31 by Dustin Tran, Alp Kucukelbir, Tran, Dustin +10 · 1 voice · 20 citations
Computer Science · Mathematics · #Data Analysis with R #Gaussian Processes and Bayesian Inference #Machine Learning and Data Classification #cs.AI #cs.PL #stat.AP #stat.CO #stat.ML
- Automatic Differentiation Variational Inference
2016/03/02 by Alp Kucukelbir, Kucukelbir, Alp, Dustin Tran +7 · 24 citations
Computer Science · #Gaussian Processes and Bayesian Inference #Machine Learning and Algorithms #Machine Learning and Data Classification
- Automatic Variational Inference in Stan
2015/06/10 by Alp Kucukelbir, Kucukelbir, Alp, Rajesh Ranganath +5 · 7 citations
Computer Science · #Bayesian Methods and Mixture Models #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Gaussian Processes and Bayesian Inference #Machine Learning (stat.ML)
- Hindsight Expectation Maximization for Goal-conditioned Reinforcement Learning
2020/06/13 by Yunhao Tang, Alp Kucukelbir, Tang, Yunhao +1 · 1 citation
Computer Science · Decision Sciences · #Advanced Bandit Algorithms Research #Adversarial Robustness in Machine Learning #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Reinforcement Learning in Robotics