bayesian-statistics

There are 25 repositories under bayesian-statistics topic.

kmario23 / deep-learning-drizzle
Drench yourself in Deep Learning, Reinforcement Learning, Machine Learning, Computer Vision, and NLP by learning from these exciting lectures!!
artificial-intelligence-algorithms artificial-neural-networks bayesian-statistics computer-vision deep-learning deep-neural-networks deep-reinforcement-learning explainable-ai geometric-deep-learning graph-neural-networks machine-learning medical-imaging natural-language-processing optimization pattern-recognition probabilistic-graphical-models probability reinforcement-learning speech-recognition visual-recognition
Language:HTML 10110
BoltzmannEntropy / interviews.ai
It is my belief that you, the postgraduate students and job-seekers for whom the book is primarily meant will benefit from reading it; however, it is my hope that even the most experienced researchers will find it fascinating as well.
data-science machine-learning deep-learning interview-preparation jobs artificial-intelligence pytorch-tutorial graduate-school pytorch python jax autograd information-theory bayesian-statistics convolutional-neural-networks ensemble-learning feature-extraction logistic-regression loss-functions
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markdregan / Bayesian-Modelling-in-Python
A python tutorial on bayesian modeling techniques (PyMC3)
bayesian-statistics tutorial pymc python
Language:Jupyter Notebook 2362
stan-dev / stan
Stan development repository. The master branch contains the current release. The develop branch contains the latest stable development. See the Developer Process Wiki for details.
stan bayesian-inference bayesian bayesian-methods bayesian-statistics bayesian-data-analysis
Language:C++ 2262
GPflow / GPflow
Gaussian processes in TensorFlow
bayesian-statistics deep-learning gaussian-processes gp gpflow machine-learning markov-chain-monte-carlo ml stochastic-processes tensorflow variational-inference
Language:Python 1629
TuringLang / Turing.jl
Bayesian inference with probabilistic programming.
artificial-intelligence bayesian-inference bayesian-neural-networks bayesian-statistics hamiltonian-monte-carlo hmc julia-language machine-learning mcmc probabilistic-graphical-models probabilistic-inference probabilistic-models probabilistic-programming turing
Language:Julia 1575
pymc-devs / pymc-resources
PyMC educational resources
bayesian-inference bayesian-statistics data-analysis data-science
Language:Jupyter Notebook 1457
orbit
uber / orbit
A Python package for Bayesian forecasting with object-oriented design and probabilistic models under the hood.
arima bayesian bayesian-methods bayesian-statistics changepoint exponential-smoothing forecast forecasting machine-learning orbit probabilistic probabilistic-programming pyro pystan python pytorch regression regression-models stan time-series
Language:Python 1375
AllenDowney / ThinkBayes2
Text and code for the forthcoming second edition of Think Bayes, by Allen Downey.
jupyter python bayes bayesian-statistics
Language:Jupyter Notebook 1328
raphaelvallat / pingouin
Statistical package in Python based on Pandas
anova bayesian-statistics circular-statistics cohens-d correlations effect-size multiple-comparisons pandas statistical-methods statistical-tests statistics ttest
Language:Python 1066
kumar-shridhar / PyTorch-BayesianCNN
Bayesian Convolutional Neural Network with Variational Inference based on Bayes by Backprop in PyTorch.
convolutional-neural-networks bayesian-network bayesian-convnets bayes-by-backprop pytorch python pytorch-cnn bayesian-neural-networks bayesian-deep-learning bayesian-inference bayesian-statistics image-recognition aleatoric-uncertainties bayes bayesian-networks variational-inference variational-bayes
Language:Python 1026
ImperialCollegeLondon / covid19model
Code for modelling estimated deaths and cases for COVID19.
covid-19 bayesian-statistics renewal-process branching-process intervention-study probabilistic-models statistical-models statistical-inference statistical-computing
Language:Stan 938
prml
gerdm / prml
Repository of notes, code and notebooks in Python for the book Pattern Recognition and Machine Learning by Christopher Bishop
bayesian-statistics machine-learning pattern-recognition prml python
Language:Jupyter Notebook 868
stan-dev / rstan
RStan, the R interface to Stan
stan mcmc bayesian-inference bayesian-data-analysis bayesian-statistics r r-package
Language:C++ 861
tirthajyoti / Stats-Maths-with-Python
General statistics, mathematical programming, and numerical/scientific computing scripts and notebooks in Python
analytics anova bayesian-statistics clustering data-science hypothesis-testing inferential-statistics machine-learning mathematical-programming mathematics matplotlib normal-distribution numerical-analysis numpy pandas probability python scipy statistics statsmodels
Language:Jupyter Notebook 591
ericmjl / bayesian-stats-modelling-tutorial
How to do Bayesian statistical modelling using numpy and PyMC3
bayesian bayesian-data-analysis bayesian-data-science bayesian-inference bayesian-statistics pymc
Language:Jupyter Notebook 590
ericmjl / bayesian-analysis-recipes
A collection of Bayesian data analysis recipes using PyMC3
bayesian bayesian-analysis bayesian-data-analysis bayesian-inference bayesian-methods bayesian-statistics neural-networks notebook treatment-groups
Language:Jupyter Notebook 523
cscherrer / Soss.jl
Probabilistic programming via source rewriting
bayesian-inference bayesian-statistics julia julia-language julia-library metaprogramming probabilistic-programming
Language:Julia 382
fehiepsi / rethinking-numpyro
Statistical Rethinking (2nd ed.) with NumPyro
bayesian-statistics laplace-approximation markov-chain-monte-carlo causal-inference variational-inference python numpy
Language:Jupyter Notebook 338
stan-dev / rstanarm
rstanarm R package for Bayesian applied regression modeling
stan multilevel-models r-package bayesian bayesian-inference bayesian-methods bayesian-statistics bayesian-data-analysis statistical-modeling r rstan rstanarm
Language:R 319
hakaru-dev / hakaru
A probabilistic programming language
haskell maple machine-learning bayesian-statistics probabilistic-programming
Language:Haskell 293
statsExpressions
IndrajeetPatil / statsExpressions
Tidy Dataframes and Expressions with Statistical Details 📉 📜🔣✅
statistical-tests statistical-details meta-analysis contingency-table robust correlation parametric bayesian-inference bayesian-statistics robust-statistics effectsize tidy
Language:R 262
fasiha / ebisu
Public-domain Python library for flashcard quiz scheduling using Bayesian statistics. (JavaScript, Java, Dart, and other ports available!)
spaced-repetition bayesian-statistics statistical-methods recall-probabilities review probability-density quiz recall monte-carlo python python3
Language:Python 242
ksachdeva / rethinking-tensorflow-probability
Statistical Rethinking (2nd Ed) with Tensorflow Probability
bayesian-inference bayesian-statistics markov-chain-monte-carlo statistical-rethinking tensorflow tensorflow-probability tutorials variational-inference
Language:Jupyter Notebook 228
tpapp / DynamicHMC.jl
Implementation of robust dynamic Hamiltonian Monte Carlo methods (NUTS) in Julia.
bayesian bayesian-inference bayesian-methods bayesian-statistics hamiltonian-monte-carlo hybrid-monte-carlo julia julia-language
Language:Julia 203
stan-dev / shinystan
shinystan R package and ShinyStan GUI
stan mcmc r-package statistical-graphics shiny-apps r bayesian bayesian-statistics bayesian-inference bayesian-data-analysis bayesian-methods
Language:R 180
ohirose / bcpd
Bayesian Coherent Point Drift (BCPD/BCPD++)
shape-analysis non-rigid-registration rigid-registration nystrom kd-tree variational-inference bayesian-statistics shape-deformation outlier-detection point-cloud-registration matching shape-matching point-set-registration approximate-inference bayesian-inference unsupervised-learning point-cloud gaussian-process-regression downsampling gaussian-processes
Language:C 176
paramonte
cdslaborg / paramonte
ParaMonte: Plain Powerful Parallel Monte Carlo and MCMC Library for Python, MATLAB, Fortran, C++, C.
monte-carlo parallel-library markov-chain adaptive-learning bayesian-inference bayesian-statistics machine-learning machine-learning-algorithms machine-learning-library sampling intergration c cpp fortran python matlab paramonte-library monte-carlo-simulations mpi mcmc
Language:Fortran 167
fehiepsi / rethinking-pyro
Statistical Rethinking with PyTorch and Pyro
bayesian-data-analysis bayesian-inference bayesian-statistics bayesian-methods
Language:Jupyter Notebook 144
bat / BAT.jl
A Bayesian Analysis Toolkit in Julia
bayesian-inference bayesian-statistics julia machine-learning mcmc posterior prior statistics
Language:Julia 141
brendanhasz / probflow
A Python package for building Bayesian models with TensorFlow or PyTorch
bayesian bayesian-inference bayesian-methods bayesian-neural-networks bayesian-statistics data-science machine-learning python pytorch statistics tensorflow
Language:Python 137
lei-zhang / BayesCog_Wien
Teaching materials for BayesCog at Faculty of Psychology, University of Vienna
stan bayesian-statistics computational-modeling
Language:R 101
storopoli / Bayesian-Julia
Bayesian Statistics using Julia and Turing
julia bayesian-statistics turing tutorials
Language:Julia 95
jayelm / hoff-bayesian-statistics
R Markdown notes for Peter D. Hoff, "A First Course in Bayesian Statistical Methods"
rmarkdown bayesian-statistics
Language:HTML 76
ecmerkle / blavaan
An R package for Bayesian structural equation modeling
structural-equation-modeling latent-variables factor-analysis growth-curve-models path-analysis multilevel-models multivariate-analysis psychometrics missing-data bayesian-statistics cran statistical-modeling
Language:R 65
m-clark / bayesian-basics
:no_entry_sign: :leftwards_arrow_with_hook: A document that introduces Bayesian data analysis.
bayesian bayesian-analysis bayesian-data-analysis bayesian-inference bayesian-methods bayesian-statistics brms gibbs hamiltonian-monte-carlo likelihood mcmc metropolis-hastings posterior-predictive posterior-probability prior r regression-models rstan rstanarm stan
Language:Stan 64

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