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Free Spoken Digit Dataset (FSDD)

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Visualization of the Spoken MNIST Dataset in the Deep Lake UI

Free Spoken Digit Dataset dataset

What is Free Spoken Digit Dataset?

The Free Spoken Digit Dataset, or the Spoken MNIST (Modified National Institute of Standards and Technology database) dataset contains recordings of spoken digits in wave files at 8kHz. The dataset recordings have been trimmed at the beginning and end so that they have near-minimal silence. This dataset contains 50 recordings for every 10 digits per every 6 speakers. This dataset in total contains 3000 recordings in English pronunciations.

Download Spoken MNIST Dataset in Python

Instead of downloading the Spoken MNIST dataset in Python, you can effortlessly load it in Python via our Deep Lake open-source with just one line of code.

Load Spoken MNIST Dataset in Python 

				
					import deeplake
ds = deeplake.load("hub://activeloop/spoken_mnist")

Spoken MNIST Dataset Structure

Spoken MNIST Data Fields
  • audio: tensor containing audio recordings.
  • labels: tensor containing labels for their respective audio.
  • spectrograms: tensor containing spectrogram of their recording.
  • speakers: tensor containing speaker id for audio.

How to use Spoken MNIST Dataset with PyTorch and TensorFlow in Python

Train a model on the Spoken MNIST dataset with PyTorch in Python

Let’s use Deep Lake built-in PyTorch one-line dataloader to connect the data to the compute:

				
					dataloader = ds.pytorch(num_workers=0, batch_size=4, shuffle=False)
Train a model on the Spoken MNIST dataset with TensorFlow in Python
				
					dataloader = ds.tensorflow()

Additional Information about Spoken MNIST Dataset

Spoken MNIST Dataset Description

Spoken MNIST Dataset Curators
Jackson Z, Souza C, Flaks J, Pan Y, Nicolas H, Thite A
Spoken MNIST Dataset Licensing Information

Creative Commons Attribution-ShareAlike 4.0 International

Spoken MNIST Dataset Citation Information 
				
					@misc{jackson2018jakobovski,
  title={Jakobovski/free-spoken-digit-dataset: v1. 0.8},
  author={Jackson, Zohar and Souza, C{\'e}sar and Flaks, Jason and Pan, Yuxin and Nicolas, Hereman and Thite, Adhish},
  year={2018},
  publisher={Zenodo}
}

Free Spoken Digit Dataset FAQs

What are the main differences between MNIST and Free Spoken Digit dataset?
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