Book Image

Deep Learning Projects with PyTorch [Video]

By : AshishSingh Bhatia
Book Image

Deep Learning Projects with PyTorch [Video]

By: AshishSingh Bhatia

Overview of this book

<p>PyTorch is a Deep Learning framework that is a boon for researchers and data scientists. It supports Graphic Processing Units and is a platform that provides maximum flexibility and speed. With PyTorch, you can dynamically build neural networks and easily perform advanced Artificial Intelligence tasks.</p> <p>The course starts with the fundamentals of PyTorch and how to use basic commands. Next, you’ll learn about Convolutional Neural Networks (CNN) through an example of image recognition, where you’ll look into images from a machine perspective.</p> <p>The next project shows you how to predict character sequence using Recurrent Neural Networks (RNN) and Long Short Term Memory Network (LSTM). Then you’ll learn to work with autoencoders to detect credit card fraud. After that, it’s time to develop a system using Boltzmann Machines, where you’ll recommend whether to watch a movie or not.</p> <p>We’ll continue with Boltzmann Machines, where you’ll learn to give movie ratings using AutoEncoders. In the end, you’ll get to develop and train a model to recognize a picture or an object from a given image using Deep Learning, where we’ll not only detect the shape, but also the color of the object.</p> <p>By the end of the course, you’ll be able to start using PyTorch to build Deep Learning models by implementing practical projects in the real world. So, grab this course as it will take you through interesting real-world projects to train your first neural nets.</p> <h2>Style and Approach</h2> <p>This course takes a practical approach and is filled with real-world examples to help you create your own application using PyTorch.</p>
Table of Contents (7 chapters)
Chapter 1
Getting Ready with PyTorch
Content Locked
Section 4
Linear Regression and Logistic Regression
In this video, we will create models in PyTorch for linear regression and logistic regression. - Develop the first model in PyTorch — linear regression - Move to test the linear regression - Develop a logistic regression using the linear regression