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Wood Species Identification Model

This project develops a machine learning model to identify wood species from images. It utilizes TensorFlow, Keras, and several other libraries for data preprocessing, model building, hyperparameter tuning, and evaluation.

Environment Setup

The project is developed on WSL Ubuntu 18.04 and uses Poetry for dependency management.

Installing Dependencies

  1. Ensure you have Poetry installed. If not, install Poetry using the following command:
    python3 -m pip install poetry
  2. Clone the repository to your local machine.
  3. Navigate to the project directory and install the dependencies using Poetry:
    python3 -m poetry install --with dev

Dataset

The dataset used for this project can be found at Hugging Face: Wood Species Identification Dataset.

For more detailed instructions and information on the project structure, refer to the individual scripts and notebooks in the repository.

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