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diff --git a/data_setup.py b/data_setup.py
new file mode 100644
index 0000000000000000000000000000000000000000..345f0d44e53e54e4af6c6b018f36bde3f4c08c4c
--- /dev/null
+++ b/data_setup.py
@@ -0,0 +1,47 @@
+"""
+Contains functionality for creating Pytorch DataLoaders for
+image classification data.
+"""
+
+import os
+
+from torchvision import datasets, transforms
+from torch.utils.data import DataLoader
+
+NUM_WORKERS = os.cpu_count()
+
+def create_dataloaders(
+    train_dir: str,
+    test_dir: str,
+    transform: transforms.Compose,
+    batch_size: int,
+    num_workers: int=NUM_WORKERS
+):
+    """
+    Creates training and testing DataLoaders
+    """
+    
+    # Use ImageFolder to create Datasets
+    train_data = datasets.ImageFolder(train_dir, transform=transform)
+    test_data = datasets.ImageFolder(test_dir, transform=transform)
+    
+    # Get class names
+    class_names = train_data.classes
+    
+    # Turn images into data loaders
+    train_dataloader = DataLoader(
+        train_data,
+        batch_size=batch_size,
+        shuffle=True,
+        num_workers=num_workers,
+        pin_memory=True
+    )
+    test_dataloader = DataLoader(
+        test_data,
+        batch_size=batch_size,
+        shuffle=True,
+        num_workers=num_workers,
+        pin_memory=True
+    )
+    
+    return train_dataloader, test_dataloader, class_names
diff --git a/engine.py b/engine.py
new file mode 100644
index 0000000000000000000000000000000000000000..20b14587964a9b261054c85f8c6c84177169d354
--- /dev/null
+++ b/engine.py
@@ -0,0 +1,131 @@
+"""
+Contains function for training and testing a Pytorch model.
+"""
+
+import torch
+
+from tqdm.auto import tqdm
+from typing import Dict, List, Tuple
+
+def train_step(model: torch.nn.Module,
+               dataloader: torch.utils.data.DataLoader,
+               loss_fn: torch.nn.Module,
+               optimizer: torch.optim.Optimizer,
+               device: torch.device) -> Tuple[float, float]:
+    # Put model in train mode
+    model.train()
+    
+    # Setup train loss and train accuracy values
+    train_loss, train_acc = 0, 0
+    
+    # Loop through data loader data batches
+    for batch, (X, y) in enumerate(dataloader):
+        # Send data to target device
+        X, y = X.to(device), y.to(device)
+    
+        # 1. Forward pass
+        y_pred = model(X)
+
+        # 2. Calculate and accumulate loss
+        loss = loss_fn(y_pred, y)
+        train_loss += loss.item()
+        
+        # 3. Optimizer zero grad
+        optimizer.zero_grad()
+        
+        # 4. Loss backward
+        loss.backward()
+        
+        # 5. Optimizer step
+        optimizer.step()
+        
+        # Calculate and accumulate the accuracy metric across all batches
+        y_pred_class = torch.argmax(torch.softmax(y_pred, dim=1), dim=1)
+        train_acc += (y_pred_class == y).sum().item()/ len(y_pred)
+        
+    # Adjust metrics to get average loss and accuracy per batch
+    train_loss /=len(dataloader)
+    train_acc /=len(dataloader)
+    return train_loss, train_acc
+
+def test_step(model: torch.nn.Module,
+              dataloader: torch.utils.data.DataLoader,
+              loss_fn: torch.nn.Module,
+              device: torch.device) -> Tuple[float, float]:
+    """
+    Tests a Pytorch model for a single epoch.
+    """
+    # Put the model in eval mode
+    model.eval()
+    
+    # Setup test loss and test accuracy values
+    test_loss, test_acc = 0, 0
+    
+    # Turn on inference context manager
+    with torch.inference_mode():
+        # Loop through data loader batches
+        for batch, (X, y) in enumerate(dataloader):
+            # Send data to target device
+            X, y = X.to(device), y.to(device)
+            
+            # 1. Forward pass
+            test_pred_logits = model(X)
+            
+            # 2. Calculate and accumulate loss
+            loss = loss_fn(test_pred_logits, y)
+            test_loss += loss.item()
+            
+            # Calculate and accumulate accuracy
+            test_pred_labels = test_pred_logits.argmax(dim=1)
+            test_acc += ((test_pred_labels == y).sum().item()/len(test_pred_logits))
+            
+    # Adjust metrics to get average loss and accuracy per batch
+    test_loss = test_loss / len(dataloader)
+    test_acc = test_acc / len(dataloader)
+    return test_loss, test_acc
+
+def train(model: torch.nn.Module,
+          train_dataloader: torch.utils.data.DataLoader,
+          test_dataloader: torch.utils.data.DataLoader,
+          optimizer: torch.optim.Optimizer,
+          loss_fn: torch.nn.Module,
+          epochs: int,
+          device: torch.device) -> Dict[str, List]:
+    """
+    Trains and test a Pytorch model.
+    """
+    # Create a empty results dictionary
+    results = {"train_loss": [],
+               "train_acc": [],
+               "test_loss": [],
+               "test_acc": []
+            }
+    
+    # Loop through training and testing steps for a number of epochs
+    for epoch in tqdm(range(epochs)):
+        train_loss, train_acc = train_step(model=model,
+                                           dataloader=train_dataloader,
+                                           loss_fn=loss_fn,
+                                           optimizer=optimizer,
+                                           device=device)
+        test_loss, test_acc = test_step(model=model,
+                                        dataloader=test_dataloader,
+                                        loss_fn=loss_fn,
+                                        device=device)
+        
+        # Print out whats happening
+        print(
+            f"Epoch: {epoch+1} | "
+            f"train_loss: {train_loss:.4f} | "
+            f"train_acc: {train_acc:.4f} | "
+            f"test_loss: {test_loss:.4f} | "
+            f"test_acc: {test_acc:.4f} | "
+        )
+        
+        # Update results dictionary
+        results["train_loss"].append(train_loss)
+        results["train_acc"].append(train_acc)
+        results["test_loss"].append(test_loss)
+        results["test_acc"].append(test_acc)
+        
+    return results
diff --git a/get_data.py b/get_data.py
new file mode 100644
index 0000000000000000000000000000000000000000..39f1cc7f44fc9665bb4e290445cc8d19a203979a
--- /dev/null
+++ b/get_data.py
@@ -0,0 +1,26 @@
+import os
+import zipfile
+import requests
+from pathlib import Path
+
+def fetch_data(url, data_path, image_path):
+    if image_path.exists():
+        print(f"{image_path} directory exists.")
+    else:
+        print(f"Did not find {image_path} directory, creating one...")
+        image_path.mkdir(parents=True, exist_ok=True)
+
+    # Download data
+    data_zip_path = data_path / "pizza_steak_sushi.zip"
+    with open(data_zip_path, "wb") as f:
+        request = requests.get(url)
+        print("Downloading pizza, steak, sushi data...")
+        f.write(request.content)
+
+    # Unzip pizza, steak, sushi data
+    with zipfile.ZipFile(data_zip_path, "r") as zip_ref:
+        print("Unzipping pizza, steak, sushi data...")
+        zip_ref.extractall(image_path)
+
+    # Remove zip file
+    os.remove(data_zip_path)
\ No newline at end of file
diff --git a/model_builder.py b/model_builder.py
new file mode 100644
index 0000000000000000000000000000000000000000..50dd7f5f3bf077e21fc9035ca6c7ecf4d520559e
--- /dev/null
+++ b/model_builder.py
@@ -0,0 +1,52 @@
+"""
+Contains Pytorch model code instantiate a TinyVGG model.
+"""
+
+import torch
+from torch import nn
+
+class TinyVGG(nn.Module):
+    """
+    Creates the TinyVGG architecture
+    """
+    
+    def __init__(self, input_shape: int, hidden_units: int, output_shape: int) -> None:
+        super().__init__()
+        self.conv_block_1 = nn.Sequential(
+            nn.Conv2d(in_channels=input_shape,
+                      out_channels=hidden_units,
+                      kernel_size=3,
+                      stride=1,
+                      padding=0),
+            nn.ReLU(),
+            nn.Conv2d(in_channels=hidden_units,
+                      out_channels=hidden_units,
+                      kernel_size=3,
+                      stride=1,
+                      padding=0),
+            nn.ReLU(),
+            nn.MaxPool2d(kernel_size=2,
+                         stride=2)
+        )
+        self.conv_block_2=nn.Sequential(
+            nn.Conv2d(in_channels=hidden_units,
+                      out_channels=hidden_units,
+                      kernel_size=3,
+                      padding=0),
+            nn.ReLU(),
+            nn.Conv2d(hidden_units, hidden_units, kernel_size=3, padding=0),
+            nn.ReLU(),
+            nn.MaxPool2d(kernel_size=2,
+                         stride=2)
+        )
+        self.classifier=nn.Sequential(
+            nn.Flatten(),
+            nn.Linear(in_features=hidden_units*13*13,
+                      out_features=output_shape)
+        )
+        
+    def forward(self, x: torch.Tensor):
+        x=self.conv_block_1(x)
+        x=self.conv_block_2(x)
+        x=self.classifier(x)
+        return x
diff --git a/models/05_going_modular_script_mode_tinyvgg_model.pth b/models/05_going_modular_script_mode_tinyvgg_model.pth
new file mode 100644
index 0000000000000000000000000000000000000000..f0227396a5ca33d94628cfb07a65ff400977df38
--- /dev/null
+++ b/models/05_going_modular_script_mode_tinyvgg_model.pth
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:ba177342f60f6f6936a7226712297ee23063158f152bf7377b0d7c6c47351b72
+size 37090
diff --git a/train.py b/train.py
new file mode 100644
index 0000000000000000000000000000000000000000..503828e7baec1d2fe83a81227b45e7353d5f809e
--- /dev/null
+++ b/train.py
@@ -0,0 +1,82 @@
+""" 
+Trains a Pytorch image classification model using device agonstic code
+"""
+
+import os
+import torch
+import data_setup, engine, model_builder, utils
+from torchvision import transforms
+from timeit import default_timer as timer 
+from pathlib import Path
+from get_data import fetch_data
+
+def train_torch():
+    # Setup hyperparameters
+    NUM_EPOCHS = 10
+    BATCH_SIZE = 32
+    HIDDEN_UNITS = 10
+    LEARNING_RATE = 0.001
+    
+    # Define the URL and paths
+    # Define the URL and paths
+    url = "https://github.com/mrdbourke/pytorch-deep-learning/raw/main/data/pizza_steak_sushi.zip"
+    data_path = Path("/data")
+    image_path = Path(data_path / "pizza_steak_sushi")
+
+    # Call the fetch_data function
+    fetch_data(url, data_path, image_path)
+
+    # Setup directories
+    train_dir = "/data/pizza_steak_sushi/train"
+    test_dir = "/data/pizza_steak_sushi/test"
+
+    # Setup target device
+    device = "cuda" if torch.cuda.is_available() else "cpu"
+
+    # Create transforms
+    data_transform = transforms.Compose([
+        transforms.Resize((64, 64)),
+        transforms.ToTensor()
+    ])
+
+    # Create dataloaders with help from data_Setup.py
+    train_dataloader, test_dataloader, class_names = data_setup.create_dataloaders(train_dir=train_dir,
+                                                                                    test_dir=test_dir,
+                                                                                    transform=data_transform,
+                                                                                    batch_size=BATCH_SIZE)
+    # Create model with help from model_builder.py
+    model = model_builder.TinyVGG(
+        input_shape = 3,
+        hidden_units=HIDDEN_UNITS,
+        output_shape=len(class_names)
+    ).to(device)
+
+    # Set loss and optimizer
+    loss_fn = torch.nn.CrossEntropyLoss()
+    optimizer= torch.optim.Adam(model.parameters(),
+                                lr=LEARNING_RATE)
+    
+    # Start the timer
+    start_time = timer()
+
+    # Start training with help from engine.py
+    results = engine.train(model=model,
+                    train_dataloader=train_dataloader,
+                    test_dataloader=test_dataloader,
+                    loss_fn=loss_fn,
+                    optimizer=optimizer,
+                    epochs=NUM_EPOCHS,
+                    device=device)
+    # End the timer and print out how long it took
+    end_time = timer()
+    print(f"[INFO] Total training time: {end_time-start_time:.3f} seconds")
+    print(f"[INFO] results dict: {results}")
+    # Save the model with help from utils.py
+    utils.save_model(model=model,
+                        target_dir="models",
+                        model_name="05_going_modular_script_mode_tinyvgg_model.pth")
+    
+    
+
+if __name__ == '__main__':
+    train_torch()
diff --git a/utils.py b/utils.py
new file mode 100644
index 0000000000000000000000000000000000000000..9f2f9aea86a400f03f9fcdf6ca79b5ce1c490eb8
--- /dev/null
+++ b/utils.py
@@ -0,0 +1,30 @@
+"""
+Contains various utility function for Pytorch model training and saving.
+"""
+
+import torch
+from pathlib import Path
+
+def save_model(model: torch.nn.Module,
+               target_dir: str,
+               model_name: str):
+    """
+    Saves a PyTorch model to a target directory
+
+    Args:
+        model (torch.nn.Module): _description_
+        target_dir (str): _description_
+        model_name (str): _description_
+    """
+    # Create a target directory
+    target_dir_path = Path(target_dir)
+    target_dir_path.mkdir(parents=True, 
+                          exist_ok=True)
+    # Create model save path
+    assert model_name.endswith(".pth") or model_name.endswith(".pt"), "model_name should end with '.pt' or '.pth'"
+    model_save_path = target_dir_path / model_name
+    
+    # Save the model state_dict()
+    print(f"[INFO] Saving model to: {model_save_path}")
+    torch.save(obj=model.state_dict(), 
+               f=model_save_path)