Pytorch

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Pytorch

PyTorch is an open-source deep learning framework developed by Facebook’s AI Research lab (FAIR). It is designed to provide a flexible ecosystem for deep learning and artificial intelligence research and production. PyTorch is widely adopted in both academia and industry, competing closely with TensorFlow as one of the leading deep learning frameworks.

One of the key features of PyTorch is its use of dynamic computational graphs, which allows for changes to the network architecture during runtime. This flexibility is particularly beneficial for researchers and developers who need to experiment with different model architectures. Additionally, PyTorch offers a comprehensive library for tensor operations, similar to NumPy, but with GPU acceleration, making it efficient for large-scale computations.

PyTorch also includes modules for constructing various deep learning models, such as convolutional neural networks (CNNs), recurrent neural networks (RNNs), and transformers. Its automatic differentiation library, Autograd, simplifies the computation of gradients, which is essential for training neural networks. The framework has a rich ecosystem with numerous libraries and tools, such as TorchVision for computer vision and TorchText for natural language processing, further enhancing its usability and functionality ¹²³.

Codecademy

PyTorch is an open-source deep learning framework developed by Facebook’s AI Research lab (FAIR). It provides a flexible ecosystem for deep learning and artificial intelligence research and production...

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Data manipulation in PyTorch Continue reading on Towards AI

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PyTorch Tutorials

Introduction to PyTorch - YouTube Series

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Introduction to PyTorch - YouTube Series Authors: Brad Heintz This tutorial follows along with the PyTorch Beginner Series on youtube. This tutorial assumes a basic familiarity with Python and Deep Le...

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📝 Editorial In the last few years, PyTorch has unquestionably become (together with TensorFlow) one of the two most popular frameworks for implementing deep learning solutions. A simple and very exte...