How to use OpenAI Assistants API with YOUR data
In this hands on tutorial I will show you how to add your own data to an OpenAI Assistant using the OpenAI Assistants API, the OpenAI Knowledge Retrieval feature, and the OpenAI Files API. I integrate the Assistants API with Notion to keep a customer support chatbot on my website up to date with the latest information. It's like having a custom GPT on your website!
Announced at the OpenAI DevDay, GPTs and the Assistants API are powerful new tools that allows you to easily build AI assistants which can use tools and retrieve relevant knowledge. Under the hood, the assistants use RAG (Retrieval Augmented Generation) to answer questions with this knowledge.
Join me in my journey through time and help me fend off a vicious T-Rex to learn about how you can use the Open AI Assistants API!
Github contributions welcome!!!
Videos regarding RAG + Assistants API as well as deploying a chatbot to your site coming soon!
📚 Resources:
Github repo: https://github.com/VoloBuilds/assista...
OpenAI API Documentation: https://platform.openai.com/docs/assi...
Notion integration page: https://www.notion.so/my-integrations
🔥 Key Highlights:
Seamless Integration with Notion: Discover how to connect Notion with the OpenAI Assistants API for dynamic data retrieval.
Automating Knowledge Retrieval: Learn to automate the process of updating your OpenAI assistant with the latest data from Notion.
Building a Customer Support Chatbot: Step-by-step guide to creating an AI-powered chatbot for your website, equipped with the latest updates.
Understand RAG (Retrieval Augmented Generation): Dive into how RAG works to enhance the capabilities of your AI assistant with relevant knowledge.
Interactive Learning Experience: Engage in a thrilling adventure involving a T-Rex to understand the concepts in an entertaining way.
🚀 What You'll Learn:
How the OpenAI Assistants API works
How the OpenAI Files API works
Integrating personal data with OpenAI Assistants API
Using Notion to keep a Customer Support chatbot up to date
Leveraging the OpenAI Files API for knowledge retrieval
Integrating Notion with ChatGPT
Setting up and using the OpenAI Knowledge Retrieval feature
Implementing RAG for contextually relevant AI responses
Enhancing customer support with an AI chatbot
Practical application of the latest AI technologies
💡 Perfect for Viewers Interested in:
Customizing AI assistants with their own data
Learning about the latest advancements in AI
Building intelligent chatbots for websites
Integrating OpenAI with Notion
Real-world applications of OpenAI's APIs
Enthusiasts of AI and machine learning
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💬 Have questions or feedback? I'd love to hear from you in the comments below!
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Chapters:
00:00 - Demo
01:40 - The Easy Way
03:36 - RAG Concepts
04:42 - Notion Integration Design
06:10 - Files API code walkthrough
10:20 - Knowledge Retrieval Limitations
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