├── README.md ├── chap02 ├── Bayes net-Causal reasoning.ipynb ├── D-separation.html ├── D-separation.ipynb ├── Naive Bayes.ipynb ├── job_interview.txt ├── printJointDistribution.html └── printJointDistribution.ipynb ├── chap04 ├── alarm-bnfinder.ipynb ├── alarm.csv ├── alarm.txt ├── alarm_1.txt ├── alarm_2.txt ├── alarm_net.bif ├── alarm_net_cpd.txt ├── alarm_network.ipynb ├── alarm_transpose.txt ├── bnfinder.ipynb ├── constraint-based.ipynb ├── job_interview.bif ├── job_interview.sif ├── job_interview.txt ├── job_interview_cpd.txt ├── job_interview_samples.ipynb ├── job_interview_samples.txt ├── job_interview_samples_preamble1.txt ├── job_interview_samples_preamble2.txt ├── job_interview_samples_preamble3.txt ├── job_interview_sif.txt ├── job_net.png ├── nursery.data ├── nursery_net.bif ├── nursery_net_cpd.txt ├── nursery_transpose.txt ├── parent-child.txt ├── sachs.bif ├── sachs.inp ├── sachs_cpd.sif ├── sachs_cpd.txt └── sachs_network.png ├── chap05 ├── Chap5-thumbtack-MLE.ipynb ├── data_segmentation.ipynb ├── job_interview.txt ├── job_interview_libpgm.ipynb ├── learn_cpd_Bayesian.ipynb ├── small_network.txt └── thumbtack_Bayesian.ipynb ├── chap06 ├── JunctionTreeAlgorithm.ipynb ├── VarElim_asia.ipynb ├── alarm.txt ├── asia.bif ├── asia.txt ├── asia1.txt ├── asia_bn.py ├── bif_parser.py └── unittestdict.txt └── chap07 ├── Comparing gibbs and random sampling.ipynb ├── LBP_image_segmentation.ipynb ├── cow_image.jpg └── job_interview.txt /README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/shark8me/Building_Probabilistic_Graphical_Models_in_Python/HEAD/README.md -------------------------------------------------------------------------------- /chap02/Bayes net-Causal reasoning.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/shark8me/Building_Probabilistic_Graphical_Models_in_Python/HEAD/chap02/Bayes net-Causal 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