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A Deep Learning based project to detect American Sign Language(ASL) using the Leap Motion sensor.

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DeepMotion

A Deep Learning based project to detect American Sign Language(ASL) using the Leap Motion sensor.

Leap Motion SDK

To start using the Leap Motion SDK click here

Generate the dataset

The dataset is generated by connecting the Leap Motion sensor and running generate-data.py

Training the data

I have used DNNClassifier of Tensorflow high level Estimator API to train the model.

Generate the speech output

I have used gTTS(Google Text To Speech) to generate the audio file. You can find the example in sign-detect.py

Test the data

Create a file using the generate-data.py and run the test code in sign-detect.py to output the speech equivalent of the given sign.

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A Deep Learning based project to detect American Sign Language(ASL) using the Leap Motion sensor.

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