Foundation Model

Definition

Foundation models are typically large-scale neural networks trained on vast amounts of data; they provide a robust base for fine-tuning on specific tasks while drastically reducing development time and resource requirements for new applications.

When Foundation Model is used

GPT-3

Which positions need this?

Researchers

Problem

High costs associated with training models from scratch prevent experimentation with new ideas.

Example of how Foundation Model is used in AI

A startup leverages GPT-3 as a foundation model for developing its own chat interface tailored specifically for technical support queries without developing the entire underlying architecture independently.