PYtorch Introduction | iNeuron
Welcome to our PyTorch Introduction tutorial! In this session we dive into the powerful world of PyTorch, an open-source deep learning framework that is gaining popularity among researchers and developers.
🔥 In this session we will cover:
Introduction to PyTorch:
Overview of PyTorch and its importance in the deep learning ecosystem.
Key features and benefits of using PyTorch.
Setting Up PyTorch:
How to install PyTorch on different platforms (Windows, macOS, Linux).
Setting up the development environment.
Basic Concepts and Tensors:
Understanding tensors: the building blocks of PyTorch.
Creating and manipulating tensors.
Tensor operations and basic arithmetic.
Autograd: Automatic Differentiation:
Introduction to PyTorch's autograd system.
How autograd works for automatic differentiation.
Practical examples of using autograd.
Building Neural Networks with PyTorch:
Overview of neural network components in PyTorch.
Defining and training a simple neural network.
Using the nn.Module class for model creation.
Optimizers and Loss Functions:
Introduction to different optimizers and their roles.
Common loss functions used in deep learning.
Implementing and using optimizers and loss functions in PyTorch.
Data Loading and Preprocessing:
Using the PyTorch DataLoader and Dataset classes.
How to preprocess and augment data for training.
Efficient data loading techniques.
Training and Evaluation:
Training loops and evaluation strategies.
Monitoring training progress and performance.
Practical tips for debugging and improving model performance.
Real-World Applications:
Examples of real-world applications built with PyTorch.
Success stories and industry use cases.
Resources and Next Steps:
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