AI Workshop: Build a Neural Network with PyTorch Lightning

Focused View

Janani Ravi

1:30:49

12 View

01 - Introduction

01 - AI workshop Build a neural network with PyTorch Lightning.mp4

05:39

02 - Prerequisites.mp4

00:51

03 - Quick overview of neural networks.mp4

05:29

02 - 1. Building a Neural Network with PyTorch

01 - Setting up the virtual environment.mp4

04:24

02 - Loading and exploring regression data.mp4

05:20

03 - Preprocessing data for training.mp4

06:23

04 - Creating a simple neural network.mp4

05:43

05 - Setting up the dataset and DataLoader.mp4

02:26

06 - Training a neural network using PyTorch.mp4

07:45

07 - Visualizing losses and evaluating models.mp4

02:47

08 - Building and training a more complex neural network.mp4

06:14

03 - 2. Using PyTorch Lightning to Build a Regression Model

01 - Encapsulating data using a LightningDataModule.mp4

06:52

02 - Encapsulating a model using a LightningModule.mp4

05:47

03 - Training the model using the PyTorch Lightning Trainer.mp4

06:02

04 - 3. Using PyTorch Lightning to Build a Classification Model

01 - Loading and exploring classification data.mp4

04:12

02 - Creating a LightningDataModule.mp4

04:28

03 - Creating a LightningModule.mp4

05:01

04 - Training a classification model and evaluating metrics.mp4

04:08

05 - Conclusion

01 - Summary and next steps.mp4

01:18

Description

If you’re looking for hands-on AI practice, this workshop-style coding course was designed for you. Join instructor Janani Ravi as she shows you how to build a neural network with PyTorch Lightning, the open-source library from Python that provides an interface for the popular deep learning framework PyTorch. Explore the core components of building a neural network with PyTorch, including setting up the virtual environment, loading and exploring data, preprocessing data for training, creating and training a simple neural network, setting up the Dataset and DataLoader, visualizing losses, and much more. Along the way, Janani covers the basics of using modules in PyTorch Lightning to build, train, and evaluate both regression and classification models.

This course was created by Loonycorn. We are pleased to host this content in our library.

More details

User Reviews

Rating

average 0

Total votes0

Focused display

Artificial Intelligence

Deep Learning

PyTorch

Janani Ravi

Instructor's Courses

Linkedin Learning

View courses Linkedin Learning

LinkedIn Learning is an American online learning provider. It provides video courses taught by industry experts in software, creative, and business skills. It is a subsidiary of LinkedIn. All the courses on LinkedIn fall into four categories: Business, Creative, Technology and Certifications. It was founded in 1995 by Lynda Weinman as Lynda.com before being acquired by LinkedIn in 2015. Microsoft acquired LinkedIn in December 2016.