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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

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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

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