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README.md
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> ℹ️ **Source Attribution & Modifications**:
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> This dataset is a **modified version of Sagar Khanna's [Formula One Cars Kaggle Dataset](https://www.kaggle.com/datasets/sagarplanner/formula-one-cars)**.
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> - **Hierarchical Directory Removal**: The original nested folder structure (`Formula One Cars/<team>/<image>`) has been removed and restructured into a single flat directory with standardized, unique sequential indexing (`0000.jpg`, `0001.jpg`, ...).
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> - **Data Cleaning & Validation**: Verified with `PIL.Image.verify()` to remove corrupt/invalid non-image files.
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> - **Hugging Face Native Format**: Formatted with native Hugging Face `Image()` feature and standard 80/20 train/test split for one-line loading and training.
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## 🚀 Quickstart & Usage
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### Original Dataset
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- **Creator**: Sagar Khanna
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- **Kaggle Dataset**: [Formula One Cars](https://www.kaggle.com/datasets/sagarplanner/formula-one-cars)
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### Citation
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```bibtex
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}
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```
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## 🚀 Quickstart & Usage
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### Original Dataset
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- **Creator**: Sagar Khanna
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- **Kaggle Dataset**: [Formula One Cars](https://www.kaggle.com/datasets/sagarplanner/formula-one-cars)
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---
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> ℹ️ **Source Attribution & Modifications**:
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> This dataset is a **modified version of Sagar Khanna's [Formula One Cars Kaggle Dataset](https://www.kaggle.com/datasets/sagarplanner/formula-one-cars)**.
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> - **Hierarchical Directory Removal**: The original nested folder structure (`Formula One Cars/<team>/<image>`) has been removed and restructured into a single flat directory with standardized, unique sequential indexing (`0000.jpg`, `0001.jpg`, ...).
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> - **Data Cleaning & Validation**: Verified with `PIL.Image.verify()` to remove corrupt/invalid non-image files.
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> - **Hugging Face Native Format**: Formatted with native Hugging Face `Image()` feature and standard 80/20 train/test split for one-line loading and training.
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---
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### Citation
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```bibtex
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