https://github.com/vvaldesc/keras_zalando_dataset
https://github.com/vvaldesc/keras_zalando_dataset
Last synced: about 1 month ago
JSON representation
- Host: GitHub
- URL: https://github.com/vvaldesc/keras_zalando_dataset
- Owner: vvaldesc
- Created: 2024-11-15T10:30:48.000Z (5 months ago)
- Default Branch: main
- Last Pushed: 2024-12-14T21:17:15.000Z (4 months ago)
- Last Synced: 2025-01-27T13:28:11.307Z (3 months ago)
- Language: Python
- Size: 2.15 MB
- Stars: 0
- Watchers: 1
- Forks: 0
- Open Issues: 0
-
Metadata Files:
- Readme: README.md
Awesome Lists containing this project
README
# Keras Zalando Dataset
This repository contains a project using Keras to work with the Zalando Fashion MNIST dataset for image classification.
## Installation
1. Clone the repository:
```bash
git clone https://github.com/vvaldesc/Keras_Zalando_Dataset.git
```
2. Navigate to the project directory:
```bash
cd Keras_Zalando_Dataset
```
3. Install the required dependencies:
```bash
pip install -r requirements.txt
```
## Usage
1. Load and preprocess the dataset:
```python
mnist = tf.keras.datasets.fashion_mnist
(training_images, training_labels), (test_images, test_labels) = mnist.load_data()
training_images = training_images / 255.0
test_images = test_images / 255.0
```
2. Build and compile the model:
```python
model = tf.keras.models.Sequential([
tf.keras.layers.Flatten(input_shape=(28, 28)),
tf.keras.layers.Dense(128, activation='relu'),
tf.keras.layers.Dense(10, activation='softmax')
])
model.compile(optimizer='adam', loss='sparse_categorical_crossentropy', metrics=['accuracy'])
```
3. Train the model:
```python
model.fit(training_images, training_labels, epochs=10)
```
4. Evaluate the model:
```python
test_loss, test_acc = model.evaluate(test_images, test_labels)
print('\nTest accuracy:', test_acc)
```
5. Make predictions:
```python
predictions = model.predict(test_images)
print(predictions[0])
```
## Contributors
- [vvaldesc](https://github.com/vvaldesc)
- [DaniGhr43](https://github.com/DaniGhr43)
- [PatriciaIA](https://github.com/pfernandezdi)
For more details on commits and project updates, visit the [commits page](https://github.com/vvaldesc/Keras_Zalando_Dataset/commits).
---
Please let me know if you need any additional sections or information included in the README.