Gluon API

E814033

Gluon API is a high-level, imperative deep learning interface designed for building and training neural networks more easily and flexibly on the Apache MXNet framework.

All labels observed (1)

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Gluon API canonical 2

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Statements (47)

Predicate Object
instanceOf deep learning API
high-level neural network interface
aimsTo combine flexibility and performance in deep learning
basedOnFramework Apache MXNet NERFINISHED
category machine learning library interface
neural network library
competesWith Keras NERFINISHED
PyTorch high-level APIs
designedFor easy model prototyping
efficient training of deep learning models
flexible neural network building
developedFor Apache MXNet NERFINISHED
documentationHostedAt https://mxnet.apache.org
ecosystemComponent GluonCV NERFINISHED
GluonNLP NERFINISHED
feature Block abstraction
HybridBlock abstraction
NDArray tensor operations
Trainer API for optimization
introducedBy Apache MXNet community
license Apache License 2.0
maintainedBy Apache MXNet community NERFINISHED
partOf Apache MXNet project NERFINISHED
programmingModel imperative
provides data loading utilities
high-level neural network building blocks
loss functions
optimizers
predefined neural network layers
supports CPU execution via MXNet
GPU acceleration via MXNet
automatic differentiation
custom neural network architectures
data augmentation via data transforms
dynamic computation graphs
fine-tuning of pretrained models
hybridization of models
mini-batch training
model serialization
parameter sharing
symbolic computation graphs
supportsLanguage Python
Scala NERFINISHED
useCase convolutional neural networks
image classification models
natural language processing models
recurrent neural networks

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Referenced by (2)

Full triples — surface form annotated when it differs from this entity's canonical label.

MXNet supportsFeature Gluon API
MXNet hasAPI Gluon API