Welcome to lambda-deep-learning-demo’s documentation!

• Tutorials
  • Getting Started
    • Glossary
    • Example: Training a ResNet32 newtowrk on CIFAR10
      • Define an Inputter
      • Define a Modeler
      • Define a Runner
  • Overview
  • 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
  • Write your own
• Documentation
  • API documentation