Mushrooms classifier

For this project, I have built a convolutional neural network to classify mushroom species from the Common genus's images Kaggle dataset. The network is based on a pretained ResNet50 network, finetuned with fast.ai v2.

This project includes:

1. EDA of the initial Kaggle dataset
2. Oulier analysis
3. Image preprocessing
4. Building and finetuning a pretrained ResNet50 convolutional neural network
5. Model evaluation using confusion matrices and classification reports

Technology

• Python - The programming language for of this project
• fast.ai v2 - A deep learning library,
• Scikit-learn - Model evaluation,
• Pillow - Image processing,
• Seaborn and Matplotlib - Data visualization,