/recognize-handwritten-letters

Convolutional network for handwritten letters classification

Primary LanguageJupyter Notebook

Recognize Handwritten Letters

Description

The goal of this project is to recognize handwritten letters.

UMAP embedding of the letters

Dataset

We are working on a MNIST-like dataset for letters.

Above are shown the 25 first letters of the dataset.

Gallery

Learning curves & correlation matrix with a CNN network

Our CNN achieved more than 98% of accuracy on the test set.

Embedding of the letters with UMAP

Here we reduced the dimension of the dataset from 784 dimensions to 2, with the UMAP algorithm.

UMAP embedding of the letters