Bayesian Methods

Bayesian Learning

Auto-Encoding Variational Bayes

• paper: http://arxiv.org/abs/1312.6114
• code: https://github.com/stitchfix/fauxtograph

Practical Bayesian Optimization of Machine Learning Algorithms

• paper: http://arxiv.org/abs/1206.2944v2
• code: https://github.com/JasperSnoek/spearmint
• code: https://github.com/HIPS/Spearmint

Bayesian Face Revisited: A Joint Formulation(ECCV2012)

• paper: http://research.microsoft.com/en-us/um/people/jiansun/papers/ECCV12_BayesianFace.pdf
• github: https://github.com/MaoXu/Joint_Bayesian/
• github: https://github.com/cyh24/Joint-Bayesian

UAI 2015 Amsterdam Tutorial: Optimal Algorithms for Learning Bayesian Network Structures

• video: https://www.youtube.com/watch?v=__JD3ptBR-w&hd=1
• video: http://pan.baidu.com/s/1ntEf4lr
• slides: http://auai.org/uai2015/proceedings/slides/UAI2015_LearningBN_PartI.pdf
• slides: http://auai.org/uai2015/proceedings/slides/UAI2015_LearningBN_PartII.pdf

Bayesian Learning

https://github.com/ReactiveCJ/BayesianLearning

Bayesian Methods of Parameter Estimation

• paper: http://homepages.inf.ed.ac.uk/rbf/CVonline/LOCAL_COPIES/AV0809/eshky.pdf

A Tutorial on Bayesian Belief Networks (2001)

• paper: http://dspace.dsto.defence.gov.au/dspace/bitstream/1947/3537/1/DSTO-TN-0403.pdf
• paper: http://pan.baidu.com/s/1eQNtUxW

A Tutorial on Learning With Bayesian Networks

• page: http://research.microsoft.com/apps/pubs/default.aspx?id=69588
• paper: http://research.microsoft.com/pubs/69588/tr-95-06.pdf

An Introduction to Bayesian Networks: Concepts and Learning from Data

• slides: http://nlp.postech.ac.kr/Course/CS704/LectureNotes/BayesianNetworks.pdf

Probabilistic Programming

Probabilistic Programming in Python

• slides: http://www.slideshare.net/PeadarCoyle/probabilistic-programming-in-python?qid=5982ead9-5606-4ef8-9faa-5d1782f34702&v=qf1
• slides: http://pan.baidu.com/s/1gdP0O8N

Reading List for MIT Probabilistic Computing Project

http://probcomp.csail.mit.edu/readings/

Books

Probabilistic Programming & Bayesian Methods for Hackers

• homepage: http://camdavidsonpilon.github.io/Probabilistic-Programming-and-Bayesian-Methods-for-Hackers/
• github: https://github.com/CamDavidsonPilon/Probabilistic-Programming-and-Bayesian-Methods-for-Hackers

Blogs

Let’s Learn: Probabilistic Programming

• part 1: https://medium.com/@Algomancer/lets-learn-about-probabilistic-programming-part-1-7988d6501e53#.dzjdiexu5
• part 2: https://medium.com/@Algomancer/let-s-learn-probabilistic-programming-part-2-c208f79f1dc1#.6hq2zzb7l