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PROJECT
Generating Text Summaries Using OpenAI API with Vue.js and Flask
In this project, we’ll build a full stack web application that summarizes any text using Vue.js, Flask, and OpenAI API. We’ll learn to use these cutting-edge technologies to create a GenAI solution.
You will learn to:
Build a full stack web application.
Engineer complex prompts.
Create applications using generative AI.
Use OpenAI’s Chat Completions API.
Skills
Full Stack Development
Prompt Engineering
Large Language Models (LLMs)
API Integration
Prerequisites
Basic understanding of Python programming language
Basic understanding of asynchronous JavaScript
Working knowledge of Flask and Vue.js
Technologies
Flask
Python
Vue.js
JavaScript
Project Description
In this project, we’ll leverage the power of OpenAI’s Chat Completions API to create a full stack web application using Flask and Vue.js. The frontend will allow users to input the text they want to be summarized, which will then be transmitted to the backend. The backend, in turn, will communicate with the OpenAI’s Chat Completions API utilizing carefully crafted prompts to extract the summary. The final step will involve presenting the summarized content in an accessible manner.
To enhance the project, we’ll implement advanced features such as custom personas and dynamic word limits. These additions will enable the users to tailor their interactions, providing a deeper understanding of constructing intricate prompts for OpenAI’s Chat Completions API.
Here’s a glimpse of what the final application will look like:
Project Tasks
1
Introduction
Task 0: Get Started
2
Create the Frontend
Task 1: Create a Simple Website Using Vue.js
Task 2: Create the Input Form
Task 3: Create the Output Element
Task 4: Make a Request to the Backend
3
Set Up the Backend
Task 5: Create a Simple Backend
Task 6: Update the Backend URL
Task 7: Call OpenAI
4
Create the Prompt
Task 8: Create a Summary Prompt
Task 9: Add the Persona Feature
Task 10: Make the Persona Dynamic
Task 11: Add the Word Count Feature
Task 12: Make the Word Count Dynamic
Task 13: Test the Web Application
Congratulations!