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 # PyTorch Fundamentals
 
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 ![Deep Learning](https://images.ctfassets.net/rc8q7tcpu9y3/4N9rb37CEIfSE6MQCh7tLx/393b411ead140cdf9d9255dee2aa5a97/Facebook-PyTorch-Conference-Experience-Design-Social.jpg?w=1200&h=630&fit=fill&fm=jpg&q=90)
 
-Welcome to PyTorch Fundamentals! This repository is designed to help you master PyTorch from beginner to advanced levels with practical examples and tutorials. Whether you're just starting your deep learning journey or looking to enhance your skills, you'll find concise explanations and hands-on exercises to guide you through the world of PyTorch.
+Welcome to the PyTorch Fundamentals! This repository is designed to help you master PyTorch from beginner to advanced levels with practical examples and tutorials. Whether you're just starting your deep learning journey or looking to enhance your skills, you'll find concise explanations and hands-on exercises to guide you through the world of PyTorch.
 
 ## Prerequisites
 
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 9. [Faster Training with Automatic Mixed Precision](./09_Faster_training_with_mixed_precision.ipynb)
 10. [Building Neural Networks with PyTorch](./10_Building_Neural_Network_with_Pytorch.ipynb)
 11. [Advanced Usage of PyTorch](./11_Pytorch_Advanced_Usage.ipynb)
+12. [Memory Management and Multi GPU Usage](./12_Memory_management_and_Multi_GPU_Usage.ipynb)
 
 ## Getting Started