Class: TFKerasParams

Parameters specific to the Tensorflow Keras library.

URI: https://w3id.org/neat-ml/:TFKerasParams

Slots

Name	Range	Cardinality	Description	Info
layers_config	LayerContainer	0..1	Configuration for instantiating layers for neural networks.	.
loss	string	0..1	Loss function.	.
metrics_config	MetricContainer	0..1	Metrics to be calculated after classifier training.	.
optimizer	OptimizerEnum	0..1	Optimizer function to be used during classifier training.	.
fit_config	ClassifierFitParams	0..1	Configuration for model fitting.	.

Usages

used by	used in	type	used
ClassifierParams	tf_keras_params	range	TFKerasParams

Identifier and Mapping Information

LinkML Specification

Direct

name: TFKerasParams
description: Parameters specific to the Tensorflow Keras library.
from_schema: https://w3id.org/neat-ml
attributes:
  layers_config:
    name: layers_config
    description: Configuration for instantiating layers for neural networks.
    from_schema: https://w3id.org/neat-ml
    range: LayerContainer
  loss:
    name: loss
    description: Loss function.
    from_schema: https://w3id.org/neat-ml
  metrics_config:
    name: metrics_config
    description: Metrics to be calculated after classifier training.
    from_schema: https://w3id.org/neat-ml
    range: MetricContainer
  optimizer:
    name: optimizer
    description: Optimizer function to be used during classifier training.
    from_schema: https://w3id.org/neat-ml
    range: optimizer_enum
  fit_config:
    name: fit_config
    description: Configuration for model fitting.
    from_schema: https://w3id.org/neat-ml
    range: ClassifierFitParams

Induced

name: TFKerasParams
description: Parameters specific to the Tensorflow Keras library.
from_schema: https://w3id.org/neat-ml
attributes:
  layers_config:
    name: layers_config
    description: Configuration for instantiating layers for neural networks.
    from_schema: https://w3id.org/neat-ml
    alias: layers_config
    owner: TFKerasParams
    range: LayerContainer
  loss:
    name: loss
    description: Loss function.
    from_schema: https://w3id.org/neat-ml
    alias: loss
    owner: TFKerasParams
    range: string
  metrics_config:
    name: metrics_config
    description: Metrics to be calculated after classifier training.
    from_schema: https://w3id.org/neat-ml
    alias: metrics_config
    owner: TFKerasParams
    range: MetricContainer
  optimizer:
    name: optimizer
    description: Optimizer function to be used during classifier training.
    from_schema: https://w3id.org/neat-ml
    alias: optimizer
    owner: TFKerasParams
    range: optimizer_enum
  fit_config:
    name: fit_config
    description: Configuration for model fitting.
    from_schema: https://w3id.org/neat-ml
    alias: fit_config
    owner: TFKerasParams
    range: ClassifierFitParams