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asl-alphabet-prediction's Introduction

ASL-Alphabet-Prediction-(American Sign Language)

This model is built using fastai library and tarined on a kaggle dataset.

The data set is a collection of images of alphabets from the American Sign Language, separated in 29 folders which represent the various classes.

ASL-hands

The training data set contains 87,000 images which are 200x200 pixels. There are 29 classes, of which 26 are for the letters A-Z and 3 classes for SPACE, DELETE and NOTHING. These 3 classes are very helpful in real time applications, and classification. The test data set contains a mere 29 images, to encourage the use of real world test images

Screenshot from 2019-12-14 13-10-26

The dataset is trained on resent34 and resnet50 can managed to get and accuracy of 99.9%

Predictions:

Screenshot from 2019-12-14 00-30-16

Screenshot from 2019-12-14 00-30-36

Screenshot from 2019-12-14 00-31-04

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