Hands-On PyTorch Machine Learning

Discover the fundamentals of creating machine learning models with PyTorch, the open-source machine learning framework.

Introduction

• Explore the capabilities of PyTorch

1. Preparation

• PyTorch overview
• PyTorch environment setup
• PyTorch use case description
• PyTorch data exploration

2. PyTorch Basics

• Understand PyTorch tensors
• Understand PyTorch basic operations
• Understand PyTorch NumPy Bridge
• Understand PyTorch autograd
• Advanced PyTorch autograd

3. Torchvision

• Torchvision introduction
• Torchvision for video and image understanding

4. Torchaudio

• Torchaudio introduction
• Torchaudio for audio understanding

5. Torchtext

• Torchtext introduction
• Torchtext for translation

Conclusion

• Continuing your PyTorch learning process