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This page lists some example deep learning tasks using SINGA. The source code is
maintained inside SINGA repo on
Github. For examples
running on CPU or single GPU using SINGA Python APIs, they are also available on
Google Colab. You can run them directly on
Google Cloud without setting up the environment locally. The link to each
example is given below.
Image Classification
ModelDatasetLinks
Simple CNNMNIST, CIFAR10, CIFAR100Colab
AlexNetImageNetCpp
VGGImageNetCpp, Python, Colab
XceptionNetMNIST, CIFAR10, CIFAR100Python
ResNetMNIST, CIFAR10, CIFAR100, CIFAR10Python, Colab
MobileNetImageNetColab
Object Detection
ModelDatasetLinks
Tiny YOLOv2Pascal VOCColab
Face and Emotion Recognition
ModelDatasetLinks
ArcFaceRefined MS-Celeb-1MColab
Emotion FerPlusFacial Expression Recognition ChallengeColab
Image Generation
ModelDatasetLinks
GANMNISTColab
LSGANMNISTColab
Machine Comprehension
ModelDatasetLinks
Bert-SquadSQuAD v1.1Colab
Text Classification
ModelDatasetLinks
Simple LSTMIMDBpython
Text Ranking
ModelDatasetLinks
BiLSTMInsuranceQApython
Misc.
Restricted Boltzmann Machine over the MNIST dataset, source,
Colab.
Last updated on 9/18/2020
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Image Classification
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Image Generation
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Misc.
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