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Build Q&A Bot Using OpenAI and ChatGPT
Rating: 4.8 out of 5(24 ratings)
2,068 students

Build Q&A Bot Using OpenAI and ChatGPT

Build An AI that can answer questions about things happening in the news through text embeddings
Created byKai Chao
Last updated 5/2023
English

What you'll learn

  • Build a Q&A bot using OpenAI, ChatGPT and NodeJS (Javascript)
  • Learn to use text embeddings, cosine similarity, and text completion prompting
  • Crawl news websites to gather articles and turn them into text embeddings
  • Identify the most relevant text using cosine similarity and provide accurate answers to user questions
  • Use OpenAI's text completion prompting to generate responses based on article context and user input
  • Build a strong foundation for building advanced AI-powered applications using OpenAI software
  • Enhance your knowledge on data libraries and AI development to create cutting-edge applications

Course content

1 section • 9 lectures • 44m total length

  • Implementation overview4:02
  • Get OpenAI API Key0:04
  • Download code on Github0:03
  • Crawl news site using Puppeteer (optional)6:35
  • Tokenize and chunk news article content with tiktoken10:08
  • Understand and use embeddings7:33
  • Apply cosine similarity9:15
  • Text completion API (aka ChatGPT)4:24
  • Next steps2:32

Requirements

  • Basic knowledge of javascript & nodejs & npm
  • Practical experience using public API
  • No experience on AI / Machine Learning / Data science needed

Description

Use OpenAI and ChatGPT to Build Real-World Q&A Bot

Are you interested in building cutting-edge AI-powered applications? Do you want to learn how to use OpenAI and NodeJS to create a real-world application? If so, then this course is for you.

In this course, we will build an AI bot that can answer questions about news articles that we crawl. We will explore the latest API endpoints from OpenAI, we will learn how to use embeddings and GPT-3 in code.

Whether you're a software developer, data scientist, or an enthusiast looking to explore generative AI, this course is designed to provide you with the skills and knowledge you need to develop cutting-edge AI applications. Join today and learn how to use OpenAI and ChatGPT to build a real-world Q&A bot that can answer questions about things happening in the news through text embeddings.


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In this course, you will:

  • Learn how to crawl news websites and gather article text

  • Understand how embeddings work in ML, and turn article text into text embeddings

  • Use tokenizer to split text into common sequences of characters

  • Apply cosine similarity to identify the embedding most relevant to user entered question

  • Prompt OpenAI text completion endpoint to generate answer responses


What will we use/learn in this course:

  • NodeJS

  • OpenAI text completion

  • OpenAI embedding

  • Tokenizer (tiktoken)

  • Cosine similarity

  • Web crawler (puppeteer)

Who this course is for:

  • Programmers who want to learn the tools and concepts used in AI application development to build intermediate to advanced software

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