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Dataset Creation
Cats Dogs Dataset Builder

Cats Dogs Dataset Builder

Upload and organize a Cats vs. Dogs dataset on Hugging Face Hub

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What is Cats Dogs Dataset Builder ?

Cats Dogs Dataset Builder is a tool designed to help users create and organize datasets for image classification tasks involving cats and dogs. It streamlines the process of uploading and managing images, making it easier to build datasets for training machine learning models. The tool integrates seamlessly with the Hugging Face Hub, enabling users to share and access datasets efficiently.

Features

  • Image Upload and Organization: Easily upload and organize images of cats and dogs into a structured format.
  • Dataset Creation: Create labeled datasets for binary classification tasks (cats vs. dogs).
  • Integration with Hugging Face Hub: Directly push your dataset to the Hugging Face Hub for easy sharing and collaboration.
  • Support for Multiple Formats: Accepts common image formats such as JPG, PNG, and more.
  • Customizable Labels: Add custom labels or tags to your images for specific use cases.
  • Preview and Validation: Preview images and validate dataset structure before finalizing.

How to use Cats Dogs Dataset Builder ?

  1. Install the Tool: Install the Cats Dogs Dataset Builder using the provided installation instructions.
  2. Upload Images: Upload your images of cats and dogs to the tool.
  3. Organize and Label: Organize the images into respective folders (e.g., cats and dogs) and add labels if needed.
  4. Create Dataset: Use the tool to create a structured dataset in the desired format.
  5. Push to Hugging Face Hub: Upload your dataset to the Hugging Face Hub for easy access and sharing.
  6. Use in Model Training: Download the dataset and use it to train your machine learning models.

Frequently Asked Questions

What file formats does the tool support?
The Cats Dogs Dataset Builder supports JPG, PNG, and other common image formats. Ensure your images are in one of these formats before uploading.

How do I handle class imbalance in my dataset?
You can manually adjust the number of images in each category (cats or dogs) during the upload process or use sampling techniques after dataset creation.

Can I add additional labels or tags to the images?
Yes, the tool allows you to add custom labels or tags to images for more specific classification tasks or metadata enrichment.

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