Keras examples

Last Modified: 2023-11-30; Last Rendered: 2024-09-04

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

English-to-Spanish translation with a sequence-to-sequence Transformer

intermediate

Implementing a sequence-to-sequence Transformer and training it on a machine translation task.

See code

Text classification from scratch

basic

Text sentiment classification starting from raw text files.

See code

Timeseries

Timeseries anomaly detection using an Autoencoder

intermediate

Detect anomalies in a timeseries using an Autoencoder.

See code

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