main

fun main()

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

Also we use the ImagePanel to visualise (rotated pigeon should be displayed).

It includes:

dataset creation from images located in resource folder
image preprocessing
image visualisation

fun main()

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

Also, we use the ImagePanel to visualise (a back part of the pigeon should be displayed).

It includes:

image preprocessing
image visualisation

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