PyTorch

2024 | AI Dictionary

What is PyTorch: An open-source deep learning framework by Meta AI that offers flexible tools for building and training neural networks.

What is PyTorch?

PyTorch is an open-source machine learning framework used for developing and training deep learning models. Known for its flexibility and dynamic computational graph, PyTorch provides a user-friendly interface for building neural networks and supports GPU acceleration, making it a popular choice for both research and production.

Key Features of PyTorch

Applications of PyTorch

Example of PyTorch in Action

A simple image classification example in PyTorch might include:

  1. Loading the Dataset: Using torchvision.datasets to load a dataset like CIFAR-10.
  2. Building the Model: Creating a CNN with layers like convolution, pooling, and fully connected.
  3. Training: Using the torch.optim module to optimize the model using backpropagation.
  4. Evaluation: Testing the model’s accuracy on a validation set .

With PyTorch’s flexibility, you can modify the model architecture , training process, or data pipeline to suit specific research needs.

Did you liked the PyTorch gist?

Learn about 250+ need-to-know artificial intelligence terms in the AI Dictionary.

Read the Governor's Letter

Stay ahead with Governor's Letter, the newsletter delivering expert insights, AI updates, and curated knowledge directly to your inbox.

By subscribing to the Governor's Letter, you consent to receive emails from AI Guv.
We respect your privacy - read our Privacy Policy to learn how we protect your information.

A

B

C

D

E

F

G

H

I

J

K

L

M

N

O

P

Q

R

S

T

U

V

W

X

Y

Z