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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
Last synced: 18 days ago
JSON representation
- Host: GitHub
- URL: https://github.com/nikiforovta/summer-project-21
- Owner: nikiforovta
- Created: 2021-06-27T12:39:56.000Z (over 3 years ago)
- Default Branch: Part_2
- Last Pushed: 2021-07-04T20:01:49.000Z (over 3 years ago)
- Last Synced: 2024-11-16T02:31:46.936Z (3 months ago)
- Topics: dog-breed-classifier, keras, pandas, pyqt5, python, python3, scikit-learn
- Language: Jupyter Notebook
- Homepage:
- Size: 637 KB
- Stars: 0
- Watchers: 1
- Forks: 0
- Open Issues: 0
-
Metadata Files:
- Readme: README.md
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README
# 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)