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openai-text-generation

This repository contains examples and projects related to text generation using the OpenAI API. Text generation is a fascinating field that involves generating human-like text using machine learning models.

Project Name: AI Service Implementation using OpenAI API, FastAPI, and Streamlit

This project aims to demonstrate the implementation of various services using OpenAI API, FastAPI, and Streamlit. It includes a total of six services: Translation, Ad Copy Generation, Document Summarization, Chatbot, Voice-enabled Chatbot, and Visual ChatGPT.

Table of Contents

  • Introduction
  • Tutorials
  • Services
  • Installation

Introduction

The AI Service Implementation project showcases the integration of OpenAI API, FastAPI, and Streamlit to build and deploy various AI-powered services. By leveraging the capabilities of these frameworks and tools, we demonstrate how to create functional and interactive applications that utilize the power of artificial intelligence.

Tutorials

Before diving into the project, it is recommended to go through the following tutorials to get familiar with the usage of the APIs:

  1. openai_tutorial: This tutorial provides a basic understanding of using the OpenAI API and demonstrates how to integrate it into your applications.
  2. fastapi_tutorial: The fastapi_tutorial covers the essentials of using FastAPI, a modern, fast (high-performance), web framework for building APIs with Python. It explains the key concepts and guides you through setting up a basic FastAPI project.
  3. streamlit_tutorial: The streamlit_tutorial focuses on Streamlit, an open-source Python library that makes it easy to create and share beautiful, custom web apps for machine learning and data science. It provides hands-on examples to help you grasp the fundamentals of Streamlit.

Services

This project includes the following services:

  1. Translation: A service that utilizes the OpenAI API to perform text translation between different languages.
  2. Ad Copy Generation: This service leverages the power of OpenAI to generate compelling ad copy for marketing purposes.
  3. Document Summarization: The Document Summarization service uses OpenAI API to generate concise summaries of longer texts or documents.
  4. Chatbot: An interactive chatbot service that utilizes OpenAI API to provide responses to user queries.
  5. Voice-enabled Chatbot: This service builds upon the chatbot functionality by integrating voice recognition capabilities, allowing users to interact with the chatbot using spoken language.
  6. Visual ChatGPT: A visually enhanced chatbot service that incorporates image recognition and generation capabilities, creating an interactive and engaging conversational experience.

Installation