diff --git a/.gitattributes b/.gitattributes
index a6344aac8c09253b3b630fb776ae94478aa0275b..19f846cfea6e8d0869d82423a206db6e52aaa6ff 100644
--- a/.gitattributes
+++ b/.gitattributes
@@ -33,3 +33,5 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
 *.zip filter=lfs diff=lfs merge=lfs -text
 *.zst filter=lfs diff=lfs merge=lfs -text
 *tfevents* filter=lfs diff=lfs merge=lfs -text
+*.jpg filter=lfs diff=lfs merge=lfs -text
+*.png filter=lfs diff=lfs merge=lfs -text
diff --git a/.gitignore b/.gitignore
new file mode 100644
index 0000000000000000000000000000000000000000..dc7b51634b536cf4b1bbc13b0c660ffbfbeba295
--- /dev/null
+++ b/.gitignore
@@ -0,0 +1,160 @@
+# Byte-compiled / optimized / DLL files
+__pycache__/
+*.py[cod]
+*$py.class
+
+# C extensions
+*.so
+
+# Distribution / packaging
+.Python
+build/
+develop-eggs/
+dist/
+downloads/
+eggs/
+.eggs/
+lib/
+lib64/
+parts/
+sdist/
+var/
+wheels/
+share/python-wheels/
+*.egg-info/
+.installed.cfg
+*.egg
+MANIFEST
+
+# PyInstaller
+#  Usually these files are written by a python script from a template
+#  before PyInstaller builds the exe, so as to inject date/other infos into it.
+*.manifest
+*.spec
+
+# Installer logs
+pip-log.txt
+pip-delete-this-directory.txt
+
+# Unit test / coverage reports
+htmlcov/
+.tox/
+.nox/
+.coverage
+.coverage.*
+.cache
+nosetests.xml
+coverage.xml
+*.cover
+*.py,cover
+.hypothesis/
+.pytest_cache/
+cover/
+
+# Translations
+*.mo
+*.pot
+
+# Django stuff:
+*.log
+local_settings.py
+db.sqlite3
+db.sqlite3-journal
+
+# Flask stuff:
+instance/
+.webassets-cache
+
+# Scrapy stuff:
+.scrapy
+
+# Sphinx documentation
+docs/_build/
+
+# PyBuilder
+.pybuilder/
+target/
+
+# Jupyter Notebook
+.ipynb_checkpoints
+
+# IPython
+profile_default/
+ipython_config.py
+
+# pyenv
+#   For a library or package, you might want to ignore these files since the code is
+#   intended to run in multiple environments; otherwise, check them in:
+# .python-version
+
+# pipenv
+#   According to pypa/pipenv#598, it is recommended to include Pipfile.lock in version control.
+#   However, in case of collaboration, if having platform-specific dependencies or dependencies
+#   having no cross-platform support, pipenv may install dependencies that don't work, or not
+#   install all needed dependencies.
+#Pipfile.lock
+
+# poetry
+#   Similar to Pipfile.lock, it is generally recommended to include poetry.lock in version control.
+#   This is especially recommended for binary packages to ensure reproducibility, and is more
+#   commonly ignored for libraries.
+#   https://python-poetry.org/docs/basic-usage/#commit-your-poetrylock-file-to-version-control
+#poetry.lock
+
+# pdm
+#   Similar to Pipfile.lock, it is generally recommended to include pdm.lock in version control.
+#pdm.lock
+#   pdm stores project-wide configurations in .pdm.toml, but it is recommended to not include it
+#   in version control.
+#   https://pdm.fming.dev/#use-with-ide
+.pdm.toml
+
+# PEP 582; used by e.g. github.com/David-OConnor/pyflow and github.com/pdm-project/pdm
+__pypackages__/
+
+# Celery stuff
+celerybeat-schedule
+celerybeat.pid
+
+# SageMath parsed files
+*.sage.py
+
+# Environments
+.env
+.venv
+env/
+venv/
+ENV/
+env.bak/
+venv.bak/
+
+# Spyder project settings
+.spyderproject
+.spyproject
+
+# Rope project settings
+.ropeproject
+
+# mkdocs documentation
+/site
+
+# mypy
+.mypy_cache/
+.dmypy.json
+dmypy.json
+
+# Pyre type checker
+.pyre/
+
+# pytype static type analyzer
+.pytype/
+
+# Cython debug symbols
+cython_debug/
+
+# Project specific
+src/animal-image-dataset-90-different-animals
+src/results/plots/
+src/train_resnet.py
+src/visualize_gradcam.ipynb
+src/cache/data.csv
diff --git a/requirements.txt b/requirements.txt
new file mode 100644
index 0000000000000000000000000000000000000000..a65feedbd960a54bc82861c55a3bb7727a6a4375
Binary files /dev/null and b/requirements.txt differ
diff --git a/src/Nets.py b/src/Nets.py
new file mode 100644
index 0000000000000000000000000000000000000000..a93ca428f5c20a1a5bd2c9f00aaf34886f99c78f
--- /dev/null
+++ b/src/Nets.py
@@ -0,0 +1,49 @@
+import torch
+import torch.nn as nn
+import torch.nn.functional as F
+from torchvision import models
+
+class SimpleCNN(nn.Module):
+    def __init__(self, k_size=3, pool_size=2, num_classes=1):
+        super(SimpleCNN, self).__init__()
+        self.relu = nn.ReLU()
+        # First Convolutional Layer
+        self.conv1 = nn.Conv2d(in_channels=3, out_channels=8, kernel_size=k_size, padding=1)
+        self.conv2 = nn.Conv2d(in_channels=8, out_channels=16, kernel_size=k_size, stride=1, padding=1)
+        self.pool1 = nn.MaxPool2d(kernel_size=pool_size)
+
+        # Second Convolutional Layer
+        self.conv3 = nn.Conv2d(in_channels=16, out_channels=32, kernel_size=k_size, stride=1, padding=1)
+        self.conv4 = nn.Conv2d(in_channels=32, out_channels=32, kernel_size=k_size, stride=1, padding=1)
+        self.pool2 = nn.MaxPool2d(kernel_size=pool_size)
+        
+        self.conv5 = nn.Conv2d(in_channels=32, out_channels=64, kernel_size=k_size, stride=1, padding=1)
+        self.conv6 = nn.Conv2d(in_channels=64, out_channels=64, kernel_size=k_size, stride=1, padding=1)
+        self.pool3 = nn.MaxPool2d(kernel_size=pool_size)
+        
+        self.conv7 = nn.Conv2d(in_channels=64, out_channels=64, kernel_size=k_size, stride=1, padding=1)
+        self.conv8 = nn.Conv2d(in_channels=64, out_channels=64, kernel_size=k_size, stride=1, padding=1)
+        self.pool4 = nn.MaxPool2d(kernel_size=pool_size)
+        
+        # Fully Connected Layers
+        self.fc = nn.Linear(64*14*14, num_classes)  # Adjust the input features based on your input image size
+
+    def forward(self, x):
+        x = self.pool1(self.relu(self.conv2(self.relu(self.conv1(x)))))
+        x = self.pool2(self.relu(self.conv4(self.relu(self.conv3(x)))))
+        x = self.pool3(self.relu(self.conv6(self.relu(self.conv5(x)))))
+        x = self.pool4(self.relu(self.conv8(self.relu(self.conv7(x)))))
+        # print(x.shape)
+        x = x.view(x.size(0), -1)
+        x = self.fc(x)
+        return x
+    
+class CustomResNet18(nn.Module):
+    def __init__(self, num_classes=11):
+        super(CustomResNet18, self).__init__()
+        self.resnet = models.resnet18(pretrained=True)
+        num_features = self.resnet.fc.in_features
+        self.resnet.fc = nn.Linear(num_features, num_classes)
+
+    def forward(self, x):
+        return self.resnet(x)
diff --git a/src/app.py b/src/app.py
new file mode 100644
index 0000000000000000000000000000000000000000..56f27a03526a5d44240cddc76f49fa8ec51c7d35
--- /dev/null
+++ b/src/app.py
@@ -0,0 +1,184 @@
+import gradio as gr
+from datetime import datetime
+import pytz
+import torch
+import torch.nn as nn
+import torch.optim as optim
+from torch.utils.data import DataLoader
+import pandas as pd
+from tqdm import tqdm
+from collections import defaultdict
+import os
+from PIL import Image
+import shutil
+import copy
+import numpy as np
+import matplotlib.pyplot as plt
+from util import transform, train_transform, AnimalDataset
+from Nets import CustomResNet18
+from deep_translator import GoogleTranslator
+from torchcam.methods import SmoothGradCAMpp, XGradCAM, ScoreCAM, GradCAM, GradCAMpp, CAM
+import matplotlib.pyplot as plt
+from torchcam.utils import overlay_mask
+from torchvision.transforms.functional import to_pil_image
+from sklearn.preprocessing import LabelEncoder
+from functools import lru_cache
+
+IMAGE_PATH = 'src/examples'
+RANDOM_IMAGES_TO_SHOW = 20
+IMAGES_PER_ROW = 5
+
+CAM_METHODS = {
+    "GradCAM": GradCAM,
+    "GradCAM++": GradCAMpp,
+    "XGradCAM": XGradCAM,
+    "SmoothGradCAM++": SmoothGradCAMpp,
+}
+
+model = CustomResNet18(90).eval()
+model.load_state_dict(torch.load('src/results/models/best_model.pth', map_location=torch.device('cpu')))
+cam_model = copy.deepcopy(model)
+data_df = pd.read_csv('src/cache/val_df.csv')
+
+def load_random_images():
+    random_images = list()
+    for i in range(RANDOM_IMAGES_TO_SHOW):
+        idx = np.random.randint(0, len(data_df))
+        p = os.path.join(IMAGE_PATH, data_df.iloc[idx]['path'])
+        animal = data_df.iloc[idx]['target']
+        random_images.append((animal, Image.open(p)))
+    return random_images
+
+def get_class_name(idx):
+    return data_df[data_df['encoded_target'] == idx]['target'].values[0]
+
+@lru_cache(maxsize=100)
+def get_translated(to_translate):
+    return GoogleTranslator(source="en", target="de").translate(to_translate)
+for idx in tqdm(range(90), desc="Translate animals"): get_translated(get_class_name(idx))
+
+def infer_image(image):
+    image = transform(image)
+    image = image.unsqueeze(0)
+    with torch.no_grad():
+        output = model(image)
+    distribution = torch.nn.functional.softmax(output, dim=1)
+    ret = defaultdict(float)
+    for idx, prob in enumerate(distribution[0]):
+        animal = f'{get_class_name(idx)} ({get_translated(get_class_name(idx))})'
+        ret[animal] = prob.item()
+    return ret
+
+def gradcam(image, alpha, cam_method, layer):
+    if layer == 'layer1': layers = [model.resnet.layer1]
+    elif layer == 'layer2': layers = [model.resnet.layer2]
+    elif layer == 'layer3': layers = [model.resnet.layer3]
+    elif layer == 'layer4': layers = [model.resnet.layer4]
+    else: layers = [model.resnet.layer1, model.resnet.layer2, model.resnet.layer3, model.resnet.layer4]
+    
+    model.eval()
+    img_tensor = transform(image).unsqueeze(0)
+    cam = CAM_METHODS[cam_method](model, target_layer=layers)
+    output = model(img_tensor)
+    activation_map = cam(output.squeeze(0).argmax().item(), output)
+    result = overlay_mask(image, to_pil_image(activation_map[0].squeeze(0), mode='F'), alpha=alpha)
+    cam.remove_hooks()
+    
+    # height maximal 300px
+    if result.size[1] > 300:
+        ratio = 300 / result.size[1]
+        result = result.resize((int(result.size[0] * ratio), 300))
+    return result
+
+with gr.Blocks() as demo:
+    with open('src/header.md', 'r') as f:
+        markdown_string = f.read()
+    header = gr.Markdown(markdown_string)
+    
+    with gr.Row(variant="panel", equal_height=True):
+        user_image = gr.Image(
+            type="pil",
+            label="Upload Your Own Image",
+            info="You can also upload your own image for prediction.",
+            scale=1,
+        )
+        
+    with gr.Tab("Predict"):
+        with gr.Column():
+            output = gr.Label(
+                num_top_classes=3,
+                label="Output",
+                info="Top three predicted classes and their confidences.",
+                scale=5,
+            )
+            predict_mode_button = gr.Button(value="Predict Animal", label="Predict", info="Click to make a prediction.", scale=1)
+            predict_mode_button.click(fn=infer_image, inputs=[user_image], outputs=output, queue=True)
+    
+    with gr.Tab("Explain"):
+        with gr.Row():
+            with gr.Column():
+                cam_method = gr.Radio(
+                    list(CAM_METHODS.keys()),
+                    label="GradCAM Method",
+                    value="GradCAM",
+                    interactive=True,
+                    scale=2,
+                )
+                cam_method.description = "Here you can choose the GradCAM method."
+                cam_method.description_place = "left"
+                
+                alpha = gr.Slider(
+                    minimum=.1,
+                    maximum=.9,
+                    value=0.5,
+                    interactive=True,
+                    step=.1,
+                    label="Alpha",
+                    scale=1,
+                )
+                alpha.description = "Here you can choose the alpha value."
+                alpha.description_place = "left"
+                
+                layer = gr.Radio(
+                    ["layer1", "layer2", "layer3", "layer4", "all"],
+                    label="Layer",
+                    value="layer4",
+                    interactive=True,
+                    scale=2,
+                )
+                layer.description = "Here you can choose the layer to visualize."
+                layer.description_place = "left"
+                
+            with gr.Column():
+                output_cam = gr.Image(
+                    type="pil",
+                    label="GradCAM",
+                    info="GradCAM visualization"
+                    
+                )
+                
+                gradcam_mode_button = gr.Button(value="Show GradCAM", label="GradCAM", info="Click to make a prediction.", scale=1)
+                gradcam_mode_button.click(fn=gradcam, inputs=[user_image, alpha, cam_method, layer], outputs=output_cam, queue=True)
+            
+    with gr.Tab("Example Images"):
+        with gr.Column():
+            placeholder = gr.Markdown("## Example Images")
+            showed_images = list()
+            loaded_images = load_random_images()
+            amount_rows = max(1, (len(loaded_images) // IMAGES_PER_ROW))
+            for i in range(amount_rows):
+                with gr.Row():
+                    for j in range(IMAGES_PER_ROW):
+                        animal, image = loaded_images[i * IMAGES_PER_ROW + j]
+                        showed_images.append(gr.Image(
+                            value=image,
+                            label=animal,
+                            type="pil",
+                            interactive=False,
+                        ))
+            
+            
+            
+if __name__ == "__main__":
+    demo.queue()
+    demo.launch()
\ No newline at end of file
diff --git a/src/cache/val_df.csv b/src/cache/val_df.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d5f24d5c2c64f724b2d9ce38efb645858b599b2d
--- /dev/null
+++ b/src/cache/val_df.csv
@@ -0,0 +1,1081 @@
+path,target,encoded_target,split,pred,correct
+antelope\0a37838e99.jpg,antelope,0,val,antelope,True
+antelope\0b1a3af197.jpg,antelope,0,val,antelope,True
+antelope\0b688923b0.jpg,antelope,0,val,antelope,True
+antelope\0fb2e9aa81.jpg,antelope,0,val,antelope,True
+antelope\1d556456dc.jpg,antelope,0,val,deer,False
+antelope\65fd7f96e5.jpg,antelope,0,val,antelope,True
+antelope\9c4d85f9d8.jpg,antelope,0,val,reindeer,False
+antelope\9e39fc9334.jpg,antelope,0,val,antelope,True
+badger\06b48e099f.jpg,badger,1,val,pig,False
+badger\0836f4eb45.jpg,badger,1,val,badger,True
+badger\23bfad16a7.jpg,badger,1,val,badger,True
+badger\4c273d12a9.jpg,badger,1,val,badger,True
+badger\5bffbd51cf.jpg,badger,1,val,badger,True
+badger\860fea93aa.jpg,badger,1,val,badger,True
+badger\87d1db4af3.jpg,badger,1,val,badger,True
+badger\89a8316cd4.jpg,badger,1,val,badger,True
+badger\99e296bf48.jpg,badger,1,val,badger,True
+bat\16f6af0091.jpg,bat,2,val,bat,True
+bat\1dd514de63.jpg,bat,2,val,bat,True
+bat\1fd53c0b98.jpg,bat,2,val,bat,True
+bat\2d028b789d.jpg,bat,2,val,bat,True
+bat\2f7c6c7cd5.jpg,bat,2,val,bat,True
+bat\330e4a8053.jpg,bat,2,val,bat,True
+bat\47d2c91d9b.jpg,bat,2,val,bat,True
+bat\513bb906a6.jpg,bat,2,val,bat,True
+bat\5e85312fa8.jpg,bat,2,val,bat,True
+bat\6b4b95f0c4.jpg,bat,2,val,bat,True
+bat\6da14f603d.jpg,bat,2,val,bat,True
+bat\741fa84ed0.jpg,bat,2,val,bat,True
+bear\116d9b7f88.jpg,bear,3,val,bear,True
+bear\1971d6e226.jpg,bear,3,val,bear,True
+bear\26f9a8f6e9.jpg,bear,3,val,bison,False
+bear\28f3e554e6.jpg,bear,3,val,bear,True
+bear\290cd7afc5.jpg,bear,3,val,bear,True
+bear\2a868ca175.jpg,bear,3,val,bear,True
+bear\39d27b6e2b.jpg,bear,3,val,bear,True
+bear\6bee43b688.jpg,bear,3,val,bear,True
+bear\6d4f05236d.jpg,bear,3,val,otter,False
+bear\6da5c2a437.jpg,bear,3,val,bear,True
+bear\8cf44a21ba.jpg,bear,3,val,bear,True
+bear\8fccd0fedd.jpg,bear,3,val,bear,True
+bee\0ec9efe6d8.jpg,bee,4,val,bee,True
+bee\0fa99039ab.jpg,bee,4,val,bee,True
+bee\2780aa6c10.jpg,bee,4,val,bee,True
+bee\357b607816.jpg,bee,4,val,bee,True
+bee\3d28692ff1.jpg,bee,4,val,seahorse,False
+bee\4583aa4975.jpg,bee,4,val,bee,True
+bee\462c97a5db.jpg,bee,4,val,bee,True
+bee\6da86c5015.jpg,bee,4,val,bee,True
+bee\797a3a9537.jpg,bee,4,val,fly,False
+beetle\03cb643880.jpg,beetle,5,val,beetle,True
+beetle\05f1f4c7c8.jpg,beetle,5,val,snake,False
+beetle\46b0a8555f.jpg,beetle,5,val,beetle,True
+beetle\5298d71dcc.jpg,beetle,5,val,fly,False
+beetle\5dc296bee2.jpg,beetle,5,val,beetle,True
+beetle\5fae39498d.jpg,beetle,5,val,beetle,True
+beetle\65af975c4f.jpg,beetle,5,val,beetle,True
+beetle\6885dfc6de.jpg,beetle,5,val,beetle,True
+beetle\9977af1a6f.jpg,beetle,5,val,beetle,True
+bison\0cd71800f3.jpg,bison,6,val,bison,True
+bison\150de5d9c4.jpg,bison,6,val,bison,True
+bison\2e1e1357b7.jpg,bison,6,val,bison,True
+bison\35e68b0489.jpg,bison,6,val,bison,True
+bison\3d657e1eb5.jpg,bison,6,val,bison,True
+bison\3e16486ab9.jpg,bison,6,val,bison,True
+bison\4a11160cd7.jpg,bison,6,val,bison,True
+bison\5358ba1f24.jpg,bison,6,val,bison,True
+bison\5fb564e371.jpg,bison,6,val,bison,True
+bison\79e1610d01.jpg,bison,6,val,bison,True
+bison\88b723ce90.jpg,bison,6,val,bison,True
+bison\961a895686.jpg,bison,6,val,bison,True
+bison\9e150d02f9.jpg,bison,6,val,bison,True
+boar\580d7cc298.jpg,boar,7,val,boar,True
+boar\79b4862abe.jpg,boar,7,val,boar,True
+boar\7b435a22dd.jpg,boar,7,val,boar,True
+boar\7f1d39763e.jpg,boar,7,val,pig,False
+boar\942a4ed80a.jpg,boar,7,val,boar,True
+boar\981d244af2.jpg,boar,7,val,boar,True
+butterfly\1c1de9b3a2.jpg,butterfly,8,val,butterfly,True
+butterfly\215f5c919b.jpg,butterfly,8,val,jellyfish,False
+butterfly\2e59b6e7c7.jpg,butterfly,8,val,butterfly,True
+butterfly\37a1b4de80.jpg,butterfly,8,val,parrot,False
+butterfly\3fd3aebc4b.jpg,butterfly,8,val,butterfly,True
+butterfly\4d0bb88054.jpg,butterfly,8,val,butterfly,True
+butterfly\5a094c5a36.jpg,butterfly,8,val,butterfly,True
+butterfly\5e0bb64200.jpg,butterfly,8,val,ladybugs,False
+butterfly\799eea3f84.jpg,butterfly,8,val,butterfly,True
+butterfly\7ace210e11.jpg,butterfly,8,val,leopard,False
+butterfly\7af84c6e5a.jpg,butterfly,8,val,butterfly,True
+butterfly\91cc6f8ef4.jpg,butterfly,8,val,butterfly,True
+butterfly\9affbc09db.jpg,butterfly,8,val,butterfly,True
+butterfly\9ec9340720.jpg,butterfly,8,val,butterfly,True
+cat\34fb30ecc5.jpg,cat,9,val,cat,True
+cat\3f3a2aaef2.jpg,cat,9,val,cat,True
+cat\46af339620.jpg,cat,9,val,cat,True
+cat\5aaea25f27.jpg,cat,9,val,cat,True
+cat\636b432421.jpg,cat,9,val,cat,True
+cat\6fe978c917.jpg,cat,9,val,otter,False
+cat\9293137b5d.jpg,cat,9,val,cat,True
+caterpillar\01ee56d7db.jpg,caterpillar,10,val,caterpillar,True
+caterpillar\061f28e3af.jpg,caterpillar,10,val,caterpillar,True
+caterpillar\0f43ca915d.jpg,caterpillar,10,val,caterpillar,True
+caterpillar\10a38bcbed.jpg,caterpillar,10,val,caterpillar,True
+caterpillar\2c50e40a8b.jpg,caterpillar,10,val,caterpillar,True
+caterpillar\3e3c787330.jpg,caterpillar,10,val,caterpillar,True
+caterpillar\4f787826ad.jpg,caterpillar,10,val,caterpillar,True
+caterpillar\5bc772c0bf.jpg,caterpillar,10,val,caterpillar,True
+caterpillar\6e7b37162f.jpg,caterpillar,10,val,caterpillar,True
+caterpillar\73d9b459ca.jpg,caterpillar,10,val,caterpillar,True
+caterpillar\9f1188ab7b.jpg,caterpillar,10,val,hummingbird,False
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diff --git a/src/header.md b/src/header.md
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+# Explainable ML Project
+
+This project was created by [Ilyesse](https://github.com/ilyii) and [Gabriel](https://github.com/Gabriel9753) as part of the Explainable Machine Learning module at the [University of Applied Sciences Karlsruhe](https://www.h-ka.de/).
+
+The dataset used in this project is the [Animal Image Dataset](https://www.kaggle.com/datasets/iamsouravbanerjee/animal-image-dataset-90-different-animals) from Kaggle, comprising 90 different animal species that needed to be classified.
+
+The employed model is ResNet18, which was trained on the dataset using transfer learning techniques.
+Translation of animal names by [deep-translator](https://pypi.org/project/deep-translator/).
+
+## Usage
+
+**Predict:** In the "Predict" tab, the model can be applied to high-resolution images to predict the species among the 90 different animals.
+
+**Explain:** Under the "Explain" tab, the model can be applied to high-resolution images to obtain an explanation for the prediction. This explanation is generated using the [Grad-CAM](https://github.com/frgfm/torch-cam.git) method.
+
+**Example Images:** The "Example Images" section allows users to view sample images from the dataset. These images can be utilized as input by simply dragging and dropping them onto the interface. It is important to note that these example images were not part of the training data used for the model.
\ No newline at end of file
diff --git a/src/results/models/best_model.pth b/src/results/models/best_model.pth
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diff --git a/src/util.py b/src/util.py
new file mode 100644
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--- /dev/null
+++ b/src/util.py
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+import torchvision.transforms as transforms
+from torch.utils.data import DataLoader, Dataset
+from sklearn.preprocessing import LabelEncoder
+from tqdm import tqdm
+from PIL import Image
+import torch
+
+
+class AnimalDataset(Dataset):
+    def __init__(self, df, transform=None):
+        self.paths = df["path"].values
+        self.targets = df["target"].values
+        self.encoded_target = df['encoded_target'].values
+        self.transform = transform
+        self.images = []
+        for path in tqdm(self.paths):
+            self.images.append(Image.open(path).convert("RGB").resize((224, 224)))
+        
+    def __len__(self):
+        return len(self.paths)
+    
+    def __getitem__(self, idx):
+        img = self.images[idx]
+        if self.transform:
+            img = self.transform(img)
+        target = self.targets[idx]
+        encoded_target = torch.tensor(self.encoded_target[idx]).type(torch.LongTensor)
+        return img, encoded_target, target
+
+train_transform = transforms.Compose([
+    transforms.Resize((224,224)),
+    transforms.RandomHorizontalFlip(),
+    transforms.RandomRotation(10),
+    transforms.ToTensor(),
+    transforms.Normalize(mean=[0.485, 0.456, 0.406], std=[0.229, 0.224, 0.225])
+])
+# Define the transformation pipeline
+transform = transforms.Compose([
+    transforms.Resize((224,224)),
+    transforms.ToTensor(),  # Convert the images to PyTorch tensors
+    transforms.Normalize(mean=[0.485, 0.456, 0.406], std=[0.229, 0.224, 0.225]),
+])
+