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https://github.com/nikiforovta/summer-project-21


https://github.com/nikiforovta/summer-project-21

dog-breed-classifier keras pandas pyqt5 python python3 scikit-learn

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# Summer-Project-21

## Description

This repository contains a project created as part of a summer
practice at Peter the Great St. Petersburg Polytechnic University.
It is an application based on a deep learning convolutional model
for solving the problem of determining the breed of dogs.

Libraries were used to create the project: [keras](https://keras.io/), [pandas](https://pandas.pydata.org/),
[scikit-learn](https://scikit-learn.org/stable/index.html), and [PyQt5](https://www.riverbankcomputing.com/static/Docs/PyQt5/introduction.html).
The project is divided into two parts:
[part_1](https://github.com/nikiforovta/Summer-Project-21/tree/Part_1), which implements two ways of creating a model (from scratch
and using a ready-made base) and [part_2](https://github.com/nikiforovta/Summer-Project-21/tree/Part_2), in which the
created model is used in a simple GUI application.

## Screenshots

![Start screen](./screenshots/1.png)

![Opened image](./screenshots/2.png)

![Model Result](./screenshots/3.png)

![Checking the best match](./screenshots/4.png)