Python, Flask, TensorFlow, Keras
Summary
A web application to predict mushroom species from images, combining machine learning, image processing, and a user-friendly interface. Developed as a final exam project for a machine learning class.
Key features
- Image Upload: Allows users to upload images of mushrooms for species prediction.
- Real-Time Predictions: Provides immediate feedback on the predicted species of the uploaded mushroom image.
- Species Description: Displays a description of the predicted species to help users learn more about the mushrooms.
- Responsive Design: Ensures the application works well on various devices, including desktops, tablets, and smartphones.
Learning outcome
Advanced understanding of machine learning model training, image processing, and web application development. Gained experience in training machine learning models and integrating them into a full-stack application.