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Tutorials
Linear regression
Parameter transformations
Location-scale regression
GEV responses
Comparing samplers
Reproducibility
PyMC and Liesel: Spike and Slab
Advanced Group Usage
API Reference
liesel.model
liesel.model.distreg
dist_reg_mcmc()
tau2_gibbs_kernel()
DistRegBuilder
liesel.model.goose
finite_discrete_gibbs_kernel()
GooseModel
liesel.model.legacy
Addition()
Bijector()
ColumnStack()
DesignMatrix()
Hyperparameter()
InverseLink()
PIT()
Parameter()
Predictor()
RegressionCoef()
Response()
Smooth()
SmoothingParam()
PITCalc
liesel.model.model
load_model()
save_model()
GraphBuilder
Model
liesel.model.nodes
Obs()
Param()
add_group()
Calc
Data
Dist
Group
InputGroup
Node
NodeState
TransientCalc
TransientDist
TransientIdentity
TransientNode
Var
liesel.model.viz
plot_nodes()
plot_vars()
liesel.goose
liesel.goose.builder
EngineBuilder
liesel.goose.chain
Chain
EpochChain
EpochChainManager
ListChain
ListEpochChain
liesel.goose.da
da_finalize()
da_init()
da_step()
DAKernelState
liesel.goose.engine
stack_for_multi()
Carry
Engine
KernelErrorLog
SamplingResult
SamplingResults
liesel.goose.epoch
EpochConfig
EpochManager
EpochState
EpochType
liesel.goose.gibbs
GibbsKernel
liesel.goose.hmc
HMCKernel
HMCKernelState
HMCTransitionInfo
liesel.goose.iwls
IWLSKernel
IWLSKernelState
liesel.goose.iwls_utils
mvn_log_prob()
mvn_sample()
solve()
liesel.goose.kernel
DefaultTransitionInfo
DefaultTuningInfo
ModelMixin
TransitionMixin
TransitionOutcome
TuningMixin
TuningOutcome
WarmupOutcome
liesel.goose.kernel_sequence
KerSeqFinalizeWarmupOutput
KerSeqTransitionOutput
KerSeqTuningOutput
KernelSequence
liesel.goose.mh
liesel.goose.mh.mh_error_book
mh_step()
liesel.goose.mh_kernel
MHKernel
MHProposal
liesel.goose.mm
tune_inv_mm_diag()
tune_inv_mm_full()
liesel.goose.models
DataClassModel
DictModel
liesel.goose.nuts
NUTSKernel
NUTSKernelState
NUTSTransitionInfo
liesel.goose.pytree
as_strong_pytree()
concatenate_leaves()
register_dataclass_as_pytree()
slice_leaves()
split_and_transpose()
split_leaves()
squeeze_leaves()
stack_leaves()
liesel.goose.rw
RWKernel
RWKernelState
liesel.goose.summary_m
ErrorSummary
ErrorSummaryForOneCode
Summary
liesel.goose.summary_viz
plot_cor()
plot_density()
plot_pairs()
plot_param()
plot_scatter()
plot_trace()
save_figure()
liesel.goose.types
GeneratedQuantity
Kernel
ModelInterface
QuantityGenerator
TransitionInfo
TuningInfo
liesel.goose.warmup
stan_epochs()
liesel.distributions
liesel.distributions.copulas
GaussianCopula
liesel.distributions.mvn_degen
MultivariateNormalDegenerate
liesel.bijectors
liesel.bijectors.algebraic_sigmoid
AlgebraicSigmoid
Experimental API
liesel.experimental
liesel.experimental.arviz
to_arviz_inference_data()
liesel.experimental.pymc
PyMCInterface
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