Introduction to PyTorch

PyTorch is an open-source machine learning library based upon Torch library, used for a lot of applications such as Computer vision, Natural Language Processing, and other many applications related to AI It was primarily developed by Facebook’s AI Research lab

A number of piece of Deep Learning software are built on top of PyTorch including Tesla Autopilot, Uber’s Pyro, and a lot of others

Pytorch provides two high-level features :

Tensor computing with great efficiency using GPUs (Graphics Processing Units)
Deep neural networks built on a tape-based automatic differentiation system

Now there is a list of Functions…


understand by creating a model which generates images of handwritten digits similar to those from the MNIST database.

GAN

Introduction to Generative Modeling:

Generative modeling is an unsupervised learning task in machine learning that involves automatically discovering and learning the regularities or patterns in input data in such a way that the model can be used to generate or output new examples that plausibly could have been drawn from the original dataset. — Source.

To get a sense of the power of generative models, just visit thispersondoesnotexist.com. Every time you reload the page, a new image of a person’s face is generated on the fly…

BHUPENDRA SINGH@IIT Indore

Machine Learning|Deep Learning|Student at IIT Indore

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