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Examples

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

Model	Dataset	Links
Simple CNN	MNIST, CIFAR10, CIFAR100	Colab
AlexNet	ImageNet	Cpp
VGG	ImageNet	Cpp, Python, Colab
XceptionNet	MNIST, CIFAR10, CIFAR100	Python
ResNet	MNIST, CIFAR10, CIFAR100, CIFAR10	Python, Colab
MobileNet	ImageNet	Colab

Object Detection

Model	Dataset	Links
Tiny YOLOv2	Pascal VOC	Colab

Face and Emotion Recognition

Model	Dataset	Links
ArcFace	Refined MS-Celeb-1M	Colab
Emotion FerPlus	Facial Expression Recognition Challenge	Colab

Image Generation

Model	Dataset	Links
GAN	MNIST	Colab
LSGAN	MNIST	Colab

Machine Comprehension

Model	Dataset	Links
Bert-Squad	SQuAD v1.1	Colab

Text Classification

Model	Dataset	Links
Simple LSTM	IMDB	python

Text Ranking

Model	Dataset	Links
BiLSTM	InsuranceQA	python

Misc.

• Restricted Boltzmann Machine over the MNIST dataset, source, Colab.