Want to use **PyTorch** for deep learning inside Jupyter Notebook? In this tutorial, we’ll walk you through the steps to **install PyTorch using PIP** directly in Jupyter Notebook. Whether you're working on **AI, machine learning, or neural networks**, PyTorch is a powerful framework that you’ll need.

By the end of this guide, you'll be able to **install, verify, and use PyTorch** in your Jupyter Notebook with ease.

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### **What You’ll Learn in This Video:**
How to install **PyTorch** in a Jupyter Notebook
Using **pip** to install PyTorch inside a notebook
Verifying the installation and checking the PyTorch version
Running a simple **tensor operation** in PyTorch
Troubleshooting common PyTorch installation errors

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### ** Step-by-Step Guide to Installing PyTorch in Jupyter Notebook**

#### **1⃣ Open Jupyter Notebook**
To launch Jupyter Notebook, type this command in your terminal or command prompt:
```bash
jupyter notebook
```

#### **2⃣ Install PyTorch Using PIP in Jupyter Notebook**
Run the following command inside a Jupyter Notebook cell to install PyTorch:
```python
!pip install torch torchvision torchaudio
```

#### **3⃣ Verify Installation**
After installation, check if PyTorch is installed correctly by running:
```python
import torch
print(torch.__version__) # This will print the installed PyTorch version
```

#### **4⃣ Run a Simple PyTorch Operation**
```python
x = torch.rand(3, 3) # Creates a 3x3 random tensor
print(x)
```

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### **Troubleshooting Common Errors**
- **Error: "torch not found"**
Ensure that Jupyter is using the correct Python environment. If needed, install PyTorch in the same environment Jupyter Notebook is running in:
```python
!pip install --user torch torchvision torchaudio
```

- **GPU Support Not Working?**
If you have **CUDA (NVIDIA GPU)** and want to install GPU-accelerated PyTorch, use this command (check PyTorch's website for the latest CUDA version):
```python
!pip install torch torchvision torchaudio --index-url https://download.pytorch.org/whl/cu118
```
Replace `cu118` with your CUDA version if different.

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### ** Useful Links:**
PyTorch Installation Guide: [https://pytorch.org/get-started/locally/](https://pytorch.org/get-started/locally/)
Jupyter Notebook Guide: [https://jupyter.org/](https://jupyter.org/)

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