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Structured Data

Structured data classification with FeatureSpace
basic

Classify tabular data in a few lines of code.

See code
Imbalanced classification: credit card fraud detection
basic

Demonstration of how to handle highly imbalanced classification problems.

See code

Text

Text classification from scratch
basic

Text sentiment classification starting from raw text files.

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