Get a hands-on introduction to generative AI with these Python-based coding projects using OpenAI, LangChain, Matplotlib, SQLAlchemy, Gradio, Streamlit, and more.

Using the Assistants API, OpenAI customers can build an “assistant” that has specific instructions, leverages outside knowledge and can call OpenAI generative AI models and tools to perform tasks.

Below is some Python code to generate the embeddings using LangChain’s OpenAIEmbeddings. That currently defaults to OpenAI’s ada-2 model, so you don’t need to specify it.

For more instruction and up-to-date code snippets when building AI apps, jump over to the official Ollama documentation for each AI model including: Google Gemma, Meta Llama 2, Mistral, Mixtral ...

Learn about some of the best Python libraries for programming Artificial Intelligence (AI), Machine Learning (ML), and Deep Learning (DL).