3 Ways to Make a Custom AI Assistant | RAG, Tools, & Fine-tuning
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AI assistants are chatbots that can use tools to perform a wide variety of tasks. In this video, I walk through 3 ways to make a custom AI assistant using OpenAI's platform. Each approach is used to make a YouTube comment responder called ShawGPT.
▶️ Series Playlist: • Large Language Models (LLMs)
🎥 OpenAI API Intro: • The OpenAI (Python) API | Introduction & E...
🎥 Fine-tuning Open-source model: • QLoRA—How to Fine-tune an LLM on a Single ...
📰 Read more: https://medium.com/towards-data-scien...
💻 Example code: https://github.com/ShawhinT/YouTube-B...
Resources
[1] ShawGPT (No code): https://chat.openai.com/g/g-fdVpmWWIp...
[2] Playground: https://platform.openai.com/playground
[3] Assistants API: https://platform.openai.com/docs/assi...
[4] Assistants Doc: https://platform.openai.com/docs/api-...
[5] More on tools: https://platform.openai.com/docs/assi...
[6] Fine-tuning Guide: https://platform.openai.com/docs/guid...
[7] Fine-tuning Doc: https://platform.openai.com/docs/api-...
[8] Fine-tuning Data Prep: https://cookbook.openai.com/examples/...
Intro - 0:00
AI Chatbot vs Assistant - 0:42
Way 1: GPTs (no code) - 1:48
Way 2: Assistants API (Playground) - 14:30
Way 2: Assistants API (Example Code) - 17:13
Way 3: Fine-tuning API - 30:15
Recap - 46:06