YoVDO

AI Workshop: Build a Neural Network with PyTorch Lightning

Offered By: LinkedIn Learning

Tags

Machine Learning Courses Deep Learning Courses Neural Networks Courses PyTorch Courses Classification Courses Data Preprocessing Courses PyTorch-Lightning Courses

Course Description

Overview

Save Big on Coursera Plus. 7,000+ courses at $160 off. Limited Time Only!
Learn how to build a neural network with PyTorch Lightning in this interactive, workshop-style coding course.

Syllabus

Introduction
  • AI workshop: Build a neural network with PyTorch Lightning
  • Prerequisites
  • Quick overview of neural networks
1. Building a Neural Network with PyTorch
  • Setting up the virtual environment
  • Loading and exploring regression data
  • Preprocessing data for training
  • Creating a simple neural network
  • Setting up the dataset and DataLoader
  • Training a neural network using PyTorch
  • Visualizing losses and evaluating models
  • Building and training a more complex neural network
2. Using PyTorch Lightning to Build a Regression Model
  • Encapsulating data using a LightningDataModule
  • Encapsulating a model using a LightningModule
  • Training the model using the PyTorch Lightning Trainer
3. Using PyTorch Lightning to Build a Classification Model
  • Loading and exploring classification data
  • Creating a LightningDataModule
  • Creating a LightningModule
  • Training a classification model and evaluating metrics
Conclusion
  • Summary and next steps

Taught by

Janani Ravi

Related Courses

Deep Learning with Python and PyTorch.
IBM via edX
Introduction to Machine Learning
Duke University via Coursera
How Google does Machine Learning em Português Brasileiro
Google Cloud via Coursera
Intro to Deep Learning with PyTorch
Facebook via Udacity
Secure and Private AI
Facebook via Udacity