Applications

The demo suite provides the following list of applications:

• Image Classification
  • Download CIFAR10 Dataset
  • Train ResNet32 from scratch on CIFAR10
  • Evaluation
  • Inference
  • Hyper-Parameter Tuning
  • Evaluate Pre-trained model
  • Export
  • Serve
• Transfer Learning
  • ResNet50 on Stanford Dogs Dataset
  • InceptionV4 on Stanford Dogs Dataset
  • NasNet-A-Large on Stanford Dogs Dataset
• Image Segmenation
  • Fully Convolutional Networks
    • Download CamVid Dataset
    • Train from scratch
    • Evaluation
    • Inference
    • Hyper-Parameter Tuning
    • Evaluate Pre-trained model
    • Export
    • Serve
  • U-Net
    • Download CamVid Dataset
    • Train from scratch
    • Evaluation
    • Inference
    • Hyper-Parameter Tuning
    • Evaluate Pre-trained model
    • Export
    • Serve
• Style Transfer
  • Fast Neural Style
    • Download VGG backbone
    • Download MSCOCO (sub) Dataset
    • Train from scratch
    • Evaluation
    • Inference
    • Hyper-Parameter Tuning
    • Evaluate Pre-trained model
    • Export
    • Serve
• Text Generation
  • Char RNN
    • Download Dataset
    • Build Vocabulary
    • Train from scratch
    • Evaluation
    • Inference
    • Hyper-Parameter Tuning
    • Inference Using Pre-trained model
    • Export
    • Serve
  • Word RNN
    • Download Dataset
    • Build Vocabulary
    • Train from scratch
    • Evaluation
    • Inference
    • Hyper-Parameter Tuning
    • Inference Using Pre-trained model
    • Export
    • Serve
  • Word RNN with Glove Embedding
    • Download Dataset
    • Download Glove Embedding
    • Train from scratch
    • Evaluation
    • Inference
    • Hyper-Parameter Tuning
    • Inference Using Pre-trained model
    • Export
    • Serve
• Text Classification
  • Sequence-to-label Basic
    • Download Dataset
    • Preprocess Dataset
    • Build Vocabulary
    • Train from scratch
    • Evaluation
    • Inference
    • Hyper-Parameter Tuning
    • Evaluate Pre-trained model
    • Export
    • Serve
  • Sequence-to-label Glove
    • Download Dataset
    • Preprocess Dataset
    • Download Glove Embedding
    • Train from scratch
    • Evaluation
    • Inference
    • Hyper-Parameter Tuning
    • Evaluate Pre-trained model
    • Export
    • Serve
  • Sequence-to-label BERT
    • Download Dataset
    • Preprocess Dataset
    • Download Pre-trained BERT model
    • Train from scratch
    • Evaluation
    • Inference
    • Hyper-Parameter Tuning
    • Evaluate Pre-trained model
    • Export
    • Serve
• Object Detection
  • SSD
    • Prepare
    • Download VGG backbone
    • Train SSD from scratch on MSCOCO
    • Evaluate SSD on MSCOCO
    • Inference
    • Hyper-Parameter Tuning
    • Evaluate Pre-trained model
    • Export
    • Serve
• Model Serving
  • Install Docker (Ubuntu 18.04)
  • Install Nvidia Docker
  • Serve