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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 dynamic computational graph, which allows for changes to the network architecture during runtime. This flexibility makes it easier for developers to experiment with different model designs. Additionally, PyTorch offers a comprehensive library for tensor operations, similar to NumPy, but with GPU acceleration, enhancing performance for deep learning tasks.

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, making it a versatile choice for machine learning practitioners 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...

Intro to PyTorch: Part 1

Towards Data Science

Based on the Torch library, PyTorch is one of the most popular deep learning frameworks for machine learning practitioners. Some of the things that make PyTorch popular are it’s ease of use, dynamic…

PyTorch in Python

Towards Data Science

Interested in deep learning and artificial intelligence? PyTorch is a Python-based computing library which uses the power of graphics processing units. It is preferred by many when it comes to deep…

Introduction to PyTorch

Analytics Vidhya

PyTorch is one of the most popular library for deep learning project. We’ll explore PyTorch in detail in series of articles. Scalar has zero dimensions.It is a single number.Vector is two…

A first look at Pytorch 1.0

Towards Data Science

I had the pleasure of attending the first Pytorch Developer Conference this Oct 2nd. And it was a great experience! Pytorch has quickly become a first-class citizen among deep learning frameworks…

Introduction to PyTorch - YouTube Series

PyTorch Tutorials

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...

PyTorch Starter Pack

Towards AI

PyTorch is rapidly emerging as the absolute winner among all the other deep learning frameworks. It is open-source, extremely easy to learn and debug, supports both CPU and GPU as well as data…

A practitioner's guide to PyTorch

Towards Data Science

I started using PyTorch a couple of days ago. Below I outline key PyTorch concepts along with a couple of observations that I found particularly useful as I was getting my feet wet with the framework…...

PyTorch: nn

PyTorch Tutorials

Introduction to PyTorch - YouTube Series

PyTorch Tutorials

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...

101 Guide to PyTorch

Python in Plain English

PyTorch is an open-source machine learning library for Python which allows maximum flexibility and speed on scientific computing for deep learning. A tensor is an n-dimensional data container which…

🔦 PyTorch’s New Release

TheSequence

📝 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...