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  }
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  ```
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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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- ---
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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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+ ---
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+
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  ### Citation
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  ```bibtex