Update README.md

README.md

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   - split: augmented
     path: data/augmented-*
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+# Dataset Card for aedupuga/cards-image-dataset
+
+### Dataset Description
+
+This Dataset consists of images of some of the cards in 2 different card decks labelled as **Face (0)** or **Value(1)**
+
+- **Curated by:** [Anuhya Edupuganti]
+
+
+## Uses
+
+<!-- Address questions around how the dataset is intended to be used. -->
+
+### Direct Use
+
+- Training and evaluating image classification models 
+- Experimenting with image preprocessing (resizing and augmentation)
+
+## Dataset Structure
+
+This data set contains teo splits:
+- **original**: 30 samples of cards from standard bicycle card deck as well as special disney variety deck.
+- **augmented**: 300 examples (synthetically generated to balance and expand the dataset).
+
+Each row includes:  
+
+- `image`: an image file (jpg)
+- `label`: integer class label (0 = Face card, 1= Value card)
+
+
+
+### Curation Rationale
+
+This dataset was generated as a practice in image dataset creation and augmentation.
+
+
+#### Data Collection and Processing
+
+- Original data collected from playing cards available on hand.
+- Augmentation generated with transformation such as rotation, flips and cropping.
+
+
+## Bias, Risks, and Limitations
+
+- **Small sample size:** Only 30 original samples.  
+- **Synthetic augmentation:** Does not capture real-world variation card designs
+
+### Recommendations
+
+- Use primarily to practice classification methods.
+
+## Dataset Card Contact
+
+Anuhya Edupuganti (Carnegie Mellon Univerity)- aedupuga@andrew.cmu.edu