Keras examples

Last Modified: 2023-11-30; Last Rendered: 2024-04-12

Structured Data

Imbalanced classification: credit card fraud detection

basic

Demonstration of how to handle highly imbalanced classification problems.

See code

Structured data classification with FeatureSpace

basic

Classify tabular data in a few lines of code.

See code

Text

Text classification from scratch

basic

Text sentiment classification starting from raw text files.

See code

Timeseries

Timeseries classification from scratch

basic

Training a timeseries classifier from scratch on the FordA dataset from the UCR/UEA archive.

See code

Vision

Convolutional autoencoder for image denoising

basic

How to train a deep convolutional autoencoder for image denoising.

See code

Simple MNIST convnet

basic

A simple convnet that achieves ~99% test accuracy on MNIST.

See code

Image segmentation with a U-Net-like architecture

intermediate

Image segmentation model trained from scratch on the Oxford Pets dataset.

See code