Skip to content
NePS
Categorical
Initializing search
automl/neps
Home
Getting Started
Reference
Examples
API
Contributing
Cite
NePS
automl/neps
Home
Getting Started
Reference
Reference
Run
Search Space
Optimizers
YAML Usage
The Run Function
Analysing Runs
Examples
Examples
Overview
Basic usage
Basic usage
Analyse
Architecture
Architecture and hyperparameters
Hpo usage example
Hyperparameters
Convenience
Convenience
Logging additional info
Neps tblogger tutorial
Neps x lightning
Working directory per pipeline
Efficiency
Efficiency
Parallelization
Expert priors for hyperparameters
Multi fidelity
Multi fidelity and expert priors
Experimental
Experimental
Cost aware
Expert priors for architecture and hyperparameters
Fault tolerance
Hierarchical architecture
hierarchical architecture hierarchical GP
User priors from arbitrary densities
Template
Template
Basic template
Lightning template
Priorband template
Yaml usage
Yaml usage
YAML Usage in NePS for MNIST Classification
Hpo example
API
API
API
Neps
Neps
Api
Runtime
Types
Optimizers
Optimizers
Base optimizer
Info
Utils
Bayesian optimization
Bayesian optimization
Cost cooling
Mf tpe
Optimizer
Acquisition functions
Acquisition functions
Base acquisition
Cost cooling
Ei
Mf ei
Prior weighted
Ucb
Acquisition samplers
Acquisition samplers
Base acq sampler
Evolution sampler
Freeze thaw sampler
Mutation sampler
Random sampler
Kernels
Kernels
Combine kernels
Combine kernels hierarchy
Encoding
Get kernels
Graph kernel
Utils
Vectorial kernels
Weisfilerlehman
Grakel replace
Grakel replace
Edge histogram
Utils
Vertex histogram
Weisfeiler lehman
Models
Models
deepGP
Gp
Gp hierarchy
Grid search
Grid search
Optimizer
Multi fidelity
Multi fidelity
Dyhpo
Hyperband
Mf bo
Promotion policy
Sampling policy
Successive halving
Utils
Multi fidelity prior
Multi fidelity prior
Async priorband
Priorband
Utils
Multiple knowledge sources
Multiple knowledge sources
Prototype optimizer
Random search
Random search
Optimizer
Regularized evolution
Regularized evolution
Optimizer
Plot
Plot
Plot
Plotting
Read results
Tensorboard eval
Search spaces
Search spaces
Parameter
Search space
Yaml search space utils
Architecture
Architecture
Api
Cfg
Core graph grammar
Crossover
Graph
Graph grammar
Mutations
Primitives
Topologies
Cfg variants
Cfg variants
Cfg resolution
Constrained cfg
Hyperparameters
Hyperparameters
Categorical
Categorical
Table of contents
categorical
Constant
Float
Integer
Numerical
Status
Status
Status
Utils
Utils
Common
Data loading
Files
Run args from yaml
Contributing
Contributing
Dev Guide
Roadmap
Cite
Categorical
neps.search_spaces.hyperparameters.categorical
#