Generating Text with PyTorch
Learn how to use Python to build text generation models based on neural networks like RNNs and LSTMs in this PyTorch tutorial.
Skill level
IntermediateTime to complete
Average based on combined completion rates — individual pacing in lessons, projects, and quizzes may vary2 hoursProjects
1Prerequisites
1 courseWe suggest you complete the following courses before you get started with Generating Text with PyTorch:- Intro to PyTorch and Neural Networks
About this course
Get ready to start your journey into the exciting world of language models! In this course, you will learn how to build and train neural networks to generate human-like text in PyTorch, one of the most popular deep learning frameworks in Python. You will learn how to read and transform raw text into numerical representations called embeddings that can be used by a neural network to learn contextual relationships within the text and generate relevant text responses. You will also learn how special neural network architectures like RNNs and LSTMs can process and generate sequential data.
Skills you'll gain
Read and transform raw text using tokenization and embeddings
Understand recurrent neural networks and long-short term networks
Store and load sequential text data using PyTorch utility classes
Build and train neural networks to generate text
Syllabus
Generating Text with PyTorch
Learn how to use Python to build text generation models based on neural networks like RNNs and LSTMs in this PyTorch tutorial.
Certificate of completion available with Plus or Pro
Earn a certificate of completion and showcase your accomplishment on your resume or LinkedIn.
Earn a certificate of completion
Show your network you've done the work by earning a certificate of completion for each course or path you finish.- Show proofReceive a certificate that demonstrates you've completed a course or path.
- Build a collectionThe more courses and paths you complete, the more certificates you collect.
- Share with your networkEasily add certificates of completion to your LinkedIn profile to share your accomplishments.
Reviews from learners
- The progress I have made since starting to use codecademy is immense! I can study for short periods or long periods at my own convenience - mostly late in the evenings.ChrisCodecademy Learner @ USA
- I felt like I learned months in a week. I love how Codecademy uses learning by practice and gives great challenges to help the learner to understand a new concept and subject.RodrigoCodecademy Learner @ UK
- Brilliant learning experience. Very interactive. Literally a game changer if you're learning on your own.John-AndrewCodecademy Learner @ USA
Our learners work at
Join over 50 million learners and start Generating Text with PyTorch today!
Looking for something else?
Related resources
- Article
PyTorch vs TensorFlow: Choosing the Best Framework for Deep Learning
Learn the differences between PyTorch and TensorFlow using examples and use cases. - Article
Building a Neural Network using PyTorch
Learn how to build a PyTorch neural network step by step. This tutorial walks you through a complete PyTorch neural network example, covering model creation, training, and evaluation. - Article
Getting Started with PyTorch Lightning: Build and Train Models
Learn how to use PyTorch Lightning for deep learning. This guide covers practical examples in model training, optimization, and distributed computing.
Related courses and paths
- Skill path
Build Deep Learning Models with PyTorch
Learn to build neural networks and deep neural networks for tabular data, text, and images with PyTorch.Includes 8 CoursesWith CertificateIntermediate11 hours - Free course
Intro to PyTorch and Neural Networks
Learn how to use PyTorch to build, train, and test artificial neural networks in this course.Intermediate3 hours - Course
Learn Text Classification with PyTorch
Learn how to use PyTorch in Python to build text classification models using neural networks and fine-tuning transformer models.With CertificateIntermediate1 hour
Browse more topics
- Python4,051,193 learners enrolled
- AI2,347,720 learners enrolled
- Data science5,018,384 learners enrolled
- Machine learning750,478 learners enrolled
- Code foundations8,141,588 learners enrolled
- Computer science6,613,113 learners enrolled
- Web development5,448,006 learners enrolled
- For business3,847,071 learners enrolled
- JavaScript3,084,611 learners enrolled
Unlock additional features with a paid plan
Practice Projects
Guided projects that help you solidify the skills and concepts you're learning.Assessments
Auto-graded quizzes and immediate feedback help you reinforce your skills as you learn.Certificate of Completion
Earn a document to prove you've completed a course or path that you can share with your network.