Create a Text Generation Web App with 100% Python (NLP) - Harness GPT-Neo -- a natural language processing (NLP) text generation model. Demonstrate it with a 100% Python web app
- Hot & New
- Created by Vennify Inc., Eric Fillion
- English [Auto]
Description
GPT-3 is a state-of-the-art text generation natural language processing (NLP) model created by OpenAI. You can use it to generate text that resembles text generated by a human.
This course will cover how to create a web app that uses an open-source version of GPT-3 called GPT-Neo with 100% Python. That’s right, no HTML, Javascript, CSS or any other programming language is required. Just 100% Python!
You will learn how to:
Implement GPT-Neo (and GPT-2) with Happy Transformer
Train GPT-Neo to generate unique text for a specific domain
Create a web app using 100% Python with Anvil!
Host your language model using Google Colab and Paperspace
Installations:
NONE!!! All of the tools we use in this tutorial are web-based. They include Google Colab, Anvil and Paperspace. So regardless of if you’re on Mac, Windows or Linux, you will not have to worry about downloading any software.
Technologies:
Model: GPT-Neo -- an open-source version of GPT-3 created by Eleuther AI
Framework: Happy Transformer -- an open-source Python package that allows us to implement and train GPT-Neo with just a few lines of code
Web technologies: Anvil -- a website that allows us to develop web app using Python
Backend technologies: We’ll cover how to use both Google Colab and Paperspace to host the model. Anvil automatically covers hosting the web app.
About the instructor:
My name is Eric Fillion, and I’m from Canada. I’m on a mission to make state-of-the-art advances in the field of NLP through creating open-source tools and by creating educational content. In early 2020, I led a team that launched an open-source Python Package called Happy Transformer. Happy Transformer allows programmers to implement and train state-of-the-art Transformer models with just a few lines of code. Since its release, it has won awards and has been downloaded over 13k times.
Requirements:
A basic understanding of Python
A google account -- for Google Colab
Who this course is for:
- Python developers interested in AI and NLP