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Building Chatbot Agents from Scratch with OpenAI Functions!
Generative AI and LLMs
Let's build a conversational chatbot agent with OpenAI's new Function Calling for GPT-4 and GPT-3.5-Turbo! We'll see how to create an agent from scratch that has conversational memory, internal thoughts, can use tools, and more! We achieve this with OpenAI functions available in gpt-4-0613 and gpt-3.5-turbo-0613. Check out the Funkagent repo at https://github.com/aurelio-labs/funkagent or just pip install with: pip install funkagent šš¼ AI Consulting: https://aurelio.ai šļø Support me on Patreon: https://patreon.com/JamesBriggs š¾ Discord: https://discord.gg/c5QtDB9RAP Twitter: https://twitter.com/jamescalam LinkedIn: https://www.linkedin.com/in/jamescalam/ Instagram: https://www.instagram.com/jamescalam/ 00:00 OpenAI Functions Agent 00:26 Recap of OpenAI Function Calling 02:34 How OpenAI Functions Agent Works 05:42 Answering Questions Without Tools 09:50 Generating Function Instructions 13:13 Agent Code 15:13 Giving an Agent Conversational Memory 17:25 Agent Internal Thoughts 23:29 Agent Overview
About the course
The Generative AI and Large Language Models (LLMs) course covers everything you need to know about: - Generative AI - Large Language Models (LLMs) - OpenAI, Cohere, Hugging Face - Managed vs. Open Source - LLM Libraries like LangChain and GPT Index - Long-term memory and retrieval-augmentation And more to come...
54lessons
9hours
Lessons
- Prompt Engineering with OpenAI's GPT-3 and other LLMs
- Prompt Engineering with OpenAI's GPT-3 and other LLMs
- Getting Started with GPT-3 vs. Open Source LLMs - LangChain #1
- Getting Started with GPT-3 vs. Open Source LLMs - LangChain #1
- Prompt Templates for GPT 3.5 and other LLMs - LangChain #2
- Prompt Templates for GPT 3.5 and other LLMs - LangChain #2
- Generative AI and Long-Term Memory for LLMs (OpenAI, Cohere, OS, Pinecone)
- Generative AI and Long-Term Memory for LLMs (OpenAI, Cohere, OS, Pinecone)
- OpenAI's New GPT 3.5 Embedding Model for Semantic Search
- OpenAI's New GPT 3.5 Embedding Model for Semantic Search
- Cohere AI's LLM for Semantic Search in Python
- Cohere AI's LLM for Semantic Search in Python
- Generative Question-Answering with OpenAI's GPT-3.5 and Davinci
- Generative Question-Answering with OpenAI's GPT-3.5 and Davinci
- Open Source Generative AI in Question-Answering (NLP) using Python
- Open Source Generative AI in Question-Answering (NLP) using Python
- GPT 4: Hands on with the API
- GPT 4: Hands on with the API
- GPT 4: Superpower results with search
- GPT 4: Superpower results with search
- ChatGPT Plugins: Build Your Own in Python!
- ChatGPT Plugins: Build Your Own in Python!
- NEW Hugging Face Agents ā First Look
- NEW Hugging Face Agents ā First Look
- Using NEW MPT-7B in Hugging Face and LangChain
- Using NEW MPT-7B in Hugging Face and LangChain
- Hugging Face Agents ā Building Custom Tools
- Hugging Face Agents ā Building Custom Tools
- Llama Index 101 with Vector DBs and GPT 3.5
- Llama Index 101 with Vector DBs and GPT 3.5
- Open LLaMa in LangChain and Hugging Face
- Open LLaMa in LangChain and Hugging Face
- NEW GPT-4 Function Calling Model!
- NEW GPT-4 Function Calling Model!
- Building Chatbot Agents from Scratch with OpenAI Functions!
- Building Chatbot Agents from Scratch with OpenAI Functions!
- MPT-30B Chatbot with LangChain!
- MPT-30B Chatbot with LangChain!
- BEST Open Source LLM ā Falcon 40B Chatbot in LangChain
- BEST Open Source LLM ā Falcon 40B Chatbot in LangChain
- Llama 2 in LangChain ā FIRST Open Source Conversational Agent!
- Llama 2 in LangChain ā FIRST Open Source Conversational Agent!
- Hugging Face LLMs with SageMaker + RAG with Pinecone
- Hugging Face LLMs with SageMaker + RAG with Pinecone
- How to Make RAG Chatbots FAST
- How to Make RAG Chatbots FAST
- NEW AI Framework - Steerable Chatbots with Semantic Router
- NEW AI Framework - Steerable Chatbots with Semantic Router
- Llama.cpp for FULL LOCAL Semantic Router
- Llama.cpp for FULL LOCAL Semantic Router
- OpenAI's NEW 256-d Embeddings vs. Ada 002
- OpenAI's NEW 256-d Embeddings vs. Ada 002
- OpenAI's Sora: Incredible AI Generated Video
- OpenAI's Sora: Incredible AI Generated Video