id: version-3.1.0-examples title: Examples original_id: 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
Image Generation
Machine Comprehension
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.