Pymc3 Examples pdfs

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Probabilistic programming in Python using PyMC3

level languages; notable examples include Church (Goodman et al., 2012) ... Specifying this model in PyMC3 is straightforward because the syntax is similar to the

https://peerj.com/articles/cs-55.pdf

Date added: August 19, 2016 - Views: 1

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A peer-reviewed version of this preprint was published in ...

A peer-reviewed version of this preprint was published in PeerJ on 6 ... Python using PyMC3. PeerJ Computer Science 2:e55 ... notable examples include Church

https://peerj.com/preprints/1686.pdf

Date added: August 19, 2016 - Views: 3

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Quantitative Testing of Fire Scenario Hypotheses: A Bayesian ...

Quantitative Testing of Fire Scenario Hypotheses 3 1 2 3 Compartment Fire ... and additional examples can be found in Overholt [6]. 2 Literature Review

http://www.koverholt.com/pubs/2014_Overholt_Bayesian_Inference.pdf

Date added: August 19, 2016 - Views: 1

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Inference and Representation - cs.nyu.edu

Python / pymc3 Rachel Hodos Lab 1: Inference and Representation. Probability Review About Me ... Examples: Discrete: series of coin tosses, rolling a pair of dice

http://cs.nyu.edu/~dsontag/courses/inference15/lab/Lab1.pdf

Date added: November 26, 2016 - Views: 1

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patsy Documentation - media.readthedocs.org

PyMC3(tutorial) •HDDM •rERPy 4 Chapter 1. ... If you prefer to learn by diving in and getting your feet wet, then here are some cut-and-pasteable examples to play

https://media.readthedocs.org/pdf/patsy/v0.3.0/patsy.pdf

Date added: August 19, 2016 - Views: 3

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patsy Documentation - Read the Docs

PyMC3(tutorial) •HDDM 4 Chapter 1. Overview. ... If you prefer to learn by diving in and getting your feet wet, then here are some cut-and-pasteable examples to play

https://media.readthedocs.org/pdf/patsy/latest/patsy.pdf

Date added: August 19, 2016 - Views: 2

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Tools for Probabilistic Data Analysis Python - zenodo.org

A few examples. Linear regression. Linear regression if you have: a linear mean model and known Gaussian uncertainties and you want: "best" parameters and uncertainties.

https://zenodo.org/record/49590/files/pyastro16.pdf

Date added: September 15, 2016 - Views: 1

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Joy of Simulation - koaning.io

examples. Vincent D. Warmerdam - GoDataDriven ... consider checking out PyMC3 or emcee. I've also got a tutorial on a sampling algorithm for a timeseries

http://koaning.io/theme/notebooks/simulation_2016.pdf

Date added: September 1, 2016 - Views: 2

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ABSTRACT arXiv:1701.03757v1 [stat.ML] 13 Jan 2017

at least 35x faster than Stan and PyMC3. 1 INTRODUCTION The nature of deep neural networks is compositional. Users can connect layers in creative ways,

https://aps.arxiv.org/pdf/1701.03757

Date added: February 21, 2017 - Views: 1

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DEEP PROBABILISTIC PROGRAMMING - openreview.net

at least 35x faster than Stan and PyMC3. 1 INTRODUCTION ... InAppendix A, we provide examples of a Bayesian neural network for classification (A.1), latent

https://openreview.net/pdf?id=Hy6b4Pqee

Date added: February 21, 2017 - Views: 1

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Bayesian statistics for transaction fraud detection at a ...

labeled examples of fraud are available. ... PyMC3, Edward), and aim to extend (one of) those with the state-of-the-art Zig-Zag Monte Carlo method [1].

http://dutiosb.twi.tudelft.nl/~joris/projects/fraud.pdf

Date added: February 22, 2017 - Views: 1

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Developments in variational inference: Tradeoffs and Edward

The LS and KL operators are examples in this class. (An operator for f-divergences is not.) ... WebPPL, PyMC3 BBVI (w/ mini-batches + inference networks)

http://dustintran.com/talks/Tran_Operator_Edward.pdf

Date added: February 22, 2017 - Views: 1

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Open Source Software at - osqf.tpq.io

Open Source Software at by Dr. Thomas Wiecki. ... PyMC3 ... ... many examples of where they provided critical

http://osqf.tpq.io/osqf_ffm/OSQF_Open_Source_Software_at_Quantopian.pdf

Date added: August 19, 2016 - Views: 2

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15:00 Francesc Alted Geográfica Libre Miguel Sánchez ...

dask, xray, blaze, gensim, bokeh, pymc3, numba, jupyter..., but don't know where to start or what each library is for? Do you ask yourself, what is

http://2015.es.pycon.org/static/pdf/Agenda_PyConES_2015.pdf

Date added: August 19, 2016 - Views: 1