TuringLang/Turing.jl: v0.14.0

Turing v0.14.0 Diff since v0.13.0 Closed issues: Add LKJ Correlation Distribution (#924) Update docs for MAP/MLE estimation (#1293) Error using predict (#1294) Multivariate normal issues (#1295) MLE/MAP with start values gives ambiguity (#1298) Tutorial "Bayesian Hidden Markov Models" was not reproducible (#1302) Typo in Infinite Mixture Models tutorial (number of clusters formula) (#1304) 7 Errors during test Turing with Julia 1.4.2 (#1305) Make Gibbs components extensible (somewhat RFC...) (#1306) Incorrect handling of type parameter in HMC (#1308) Linear regression tutorial was not reproducible (#1313) no method matching reconstruct with MH on a vector of Dirichlet vectors (#1317) Documentation build CI is failing (#1319) Are there ways to break symmetries in Turing models? (#1328) type Wishart has no field c0 error (#1336) Unable to run "Using DynamicHMC" example (#1337) Problem with Quick Start example (#1339) Zygote compatibility (#1347) Progress bar doesn't work for NUTS sampler (#1350) Wrong prediction results on multivariate params (#1352) Extracting sampled parameters is broken (#1353) Tests failing due to the ambiguity error for \ with PDMat and TrackedArray (#1358) Truncated or truncated not supported under Zygote backend (#1361) Apply AD gradient if optimizer is a first-order one (#1365) Precompile Turing fails with AbstractChains not defined (#1366) Can not load Turing.jl, LoadError: UndefVarError: AbstractChains not defined (#1367) How to do non-centered parameterization in Turing? (#1372) log: DomainError with -960.1841700397322 (#1374) Option to discard burn-in for HMC/MH (#1379) Update docs (#1390) Merged pull requests: Update MLE/MAP and parallel sampling docs (#1296) (@cpfiffer) Affine invariant ensemble sampler (#1297) (@cpfiffer) Allow users to provide a starting point for MLE/MAP (#1299) (@cpfiffer) Make GibbsComponent a simple trait (fix #1306) (#1307) (@phipsgabler) Fix https://github.com/TuringLang/Turing.jl/issues/1308 (#1309) (@devmotion) Make Bijectors.jl lower-bound 0.7 instead of 0.6.4 (#1310) (@torfjelde) fix typo (#1316) (@ArnoStrouwen) Fix MH heuristics for vectors of multivariate distributions (#1318) (@devmotion) Added a stickbreak function in RandomMeasures. (#1320) (@luiarthur) Fix argument name (#1323) (@harryscholes) Fixes for MCMCChains 4 (#1324) (@devmotion) Update DistributionsAD and Distributions compatibilities (#1327) (@devmotion) Add CompatHelper secret (#1330) (@devmotion) Use and test DynamicPPL.alg_str (#1338) (@devmotion) Remove DEBUG (#1342) (@devmotion) Turing sampler docs (#1344) (@denainjs) residual sampling weird weighting (#1345) (@francescoalemanno) CompatHelper: bump compat for "EllipticalSliceSampling" to "0.3" (#1349) (@github-actions[bot]) Fix for issue #1352 (#1357) (@torfjelde) Use AdvancedVI.jl for variational inference (#1362) (@torfjelde) Update guide.md (#1363) (@ludgerpaehler) Typos in advanced.md (#1364) (@ludgerpaehler) Add .jekyll-cache to gitignore (#1368) (@cpfiffer) Provide AD gradient for MLE/MAP (#1369) (@cpfiffer) Update performancetips.md (#1370) (@wupeifan) Add MH docstring (#1371) (@cpfiffer) Add some missing RNGs (#1373) (@devmotion) Add "Turing is fast" to splash page (#1375) (@cpfiffer) Simplify Turing.Variational and fix test error (#1377) (@devmotion) Require Julia 1.3 (#1378) (@devmotion) Fix argument type of a NUTS kwarg in docs (#1386) (@jangevaare) Use separate test environment (#1387) (@devmotion) CompatHelper: bump compat for "Optim" to "0.22" for package test (#1388) (@github-actions[bot]) Documentation updates (#1391) (@devmotion) Update DynamicPPL (#1392) (@devmotion