main

fun main()

This example shows how to do image preprocessing from scratch using Preprocessing DSL.

It includes:

dataset creation from images located in resource folder;
image preprocessing;
image visualisation with the ImagePanel.

fun main()

This example demonstrates normalize tensor preprocessor. It shows how to compute mean and std values for the dataset and how to use these values for normalization.

fun main()

This example shows how to do image preprocessing using Preprocessing DSL for only one image.

It includes:

image preprocessing;
image visualisation with the ImagePanel.

fun main()

This example shows how to do image classification from scratch using vgg11 model, without leveraging pre-trained weights. We demonstrate the workflow on the Cifar'10 classification dataset.

We use the Preprocessing DSL to describe the dataset generation pipeline.

It includes:

dataset loading from S3
preprocessing DSL declaration
OnFlyImageDataset dataset creation
dataset splitting
model compilation
model training
model export
model evaluation

fun main()

This example shows how to do image classification from scratch using vgg11 model, without leveraging pre-trained weights. We demonstrate the workflow on the Cifar'10 classification dataset.

We use the Preprocessing DSL to describe the dataset generation pipeline.

It includes:

dataset loading from S3
preprocessing DSL declaration
OnHeapDataset dataset creation
dataset splitting
model compilation
model training
model export
model evaluation

fun main()

This example shows how to do image classification from scratch using vgg11 model, without leveraging pre-trained weights. We demonstrate the workflow on the Kaggle Cats vs Dogs binary classification dataset.

We use the Preprocessing DSL to describe the dataset generation pipeline.

It includes:

dataset loading from S3
preprocessing DSL declaration
OnFlyImageDataset dataset creation
dataset splitting
model compilation
model training
model export
model evaluation