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--- |
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# Dataset Card for MNIST |
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<!-- Provide a quick summary of the dataset. --> |
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## Dataset Details |
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### Dataset Description |
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<!-- Provide a longer summary of what this dataset is. --> |
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The MNIST database is a large collection of handwritten digits. It has a training set of 60,000 examples, and a test set of 10,000 examples. |
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### Dataset Sources |
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<!-- Provide the basic links for the dataset. --> |
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- **Homepage:** https://paperswithcode.com/dataset/mnist#:~:text=The%20MNIST%20database%20(Modified%20National,test%20set%20of%2010%2C000%20examples. |
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## Dataset Structure |
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<!-- This section provides a description of the dataset fields, and additional information about the dataset structure such as criteria used to create the splits, relationships between data points, etc. --> |
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Total images: 70,000 |
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Splits: |
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- **Train**: 60,000 images |
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- **Test**: 10,000 images |
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Classes (labels): 10 categories |
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Image specs: 28x28 pixels, grayscale |
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## Example Usage |
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Below is a quick example of how to load this dataset via the Hugging Face Datasets library. |
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``` |
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from datasets import load_dataset |
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# Load the dataset |
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dataset = load_dataset("randall-lab/mnist", split="train", trust_remote_code=True) |
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# dataset = load_dataset("randall-lab/mnist", split="test", trust_remote_code=True) |
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# Access a sample from the training set |
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example = dataset[0] |
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image = example["image"] |
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label = example["label"] |
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image.show() # Display the image |
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print(f"Label: {label}") |
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``` |
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## Citation |
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<!-- If there is a paper or blog post introducing the dataset, the APA and Bibtex information for that should go in this section. --> |
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**BibTeX:** |
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@misc{lecun1998mnist, |
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author={Yann LeCun and Corinna Cortes and Christopher J.C. Burges}, |
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title={The MNIST database of handwritten digits}, |
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year={1998}, |
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url={http://yann.lecun.com/exdb/mnist/} |
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} |
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