Update README.md

README.md

@@ -7,25 +7,11 @@ language:
 metrics:
 - accuracy
 ---
+# Cats vs Dogs CNN (Teeny-Tiny Castle)
 
-# cats-vs-dogs
+This model is part of a tutorial tied to the [Teeny-Tiny Castle](https://github.com/Nkluge-correa/TeenyTinyCastle), an open-source repository containing educational tools for AI Ethics and Safety research. 
 
-## Model Overview
-
-The cats-vs-dogs model is a convolutional neural network (CNN) trained on the [Cats vs Dogs dataset](https://www.tensorflow.org/datasets/catalog/cats_vs_dogs),
-a large set of images of cats and dogs.
-
-### Details
-
-- **Size:**  3,453,121 parameters
-- **Model type:** CNN
-- **Optimizer:** `RMSprop`
-- **Number of Epochs:** 
-- **Hardware:** Tesla V4
-- **Emissions:** Not measured
-- **Total Energy Consumption:** Not measured
-
-### How to Use
+## How to Use
 
 ```python
 !pip install huggingface_hub["tensorflow"] -q
@@ -37,72 +23,4 @@ import tensorflow as tf
 model = from_pretrained_keras("AiresPucrs/cats-vs-dogs")
 model.trainable = False
 model.summary()
-
 ```
-
-## Intended Use
-
-This model was created for research purposes only. We do not recommend any application of this model outside this scope.
-
-
-## Performance Metrics
-
-Accuracy
-
-## Training Data
-
- [cats_vs_dogs dataset](https://www.tensorflow.org/datasets/catalog/cats_vs_dogs).
-
- The dataset consists of a set of images of cats and dogs.
-
- **Details:**
-
- - [Homepage](https://www.microsoft.com/en-us/download/details.aspx?id=54765)
- - Version: 1.0
- - Date Published: 5/9/2022
- - File Size:786.7 MB
-
-## Training hyperparameters
-
-The following hyperparameters were used during training:
-
-| Hyperparameters | Value |
-| :-- | :-- |
-| name | RMSprop |
-| learning_rate | 9.999999747378752e-05 |
-| decay | 0.0 |
-| rho | 0.8999999761581421 |
-| momentum | 0.0 |
-| epsilon | 1e-07 |
-| centered | False |
-| training_precision | float32 |
-## Limitations
-We do not recommend using this model in real-world applications. It was solely developed for academic and educational purposes.
-
-## Cite as
-
-```latex
-@misc{teenytinycastle,
-    doi = {10.5281/zenodo.7112065},
-    url = {https://github.com/Nkluge-correa/teeny-tiny_castle},
-    author = {Nicholas Kluge Corr{\^e}a},
-    title = {Teeny-Tiny Castle},
-    year = {2024},
-    publisher = {GitHub},
-    journal = {GitHub repository},
-}
-```
-
-## License
-
-The cats-vs-dogs pre-trained model is under the Apache 2.0 License.
-The  cats_vs_dogs Dataset is licensed under the [Creative Commons(CC) License CC BY-NC-SA 4.0](https://creativecommons.org/licenses/by/4.0/).
-
- ## Model Plot
-
-<details>
-<summary>View Model Plot</summary>
-
-![Model Image](./model.png)
-
-</details>