Limitations of AI - Data

Return to AI Research

Passive vs. Active Data sets

Global data sets vs local data sets

Large data sets vs Small data sets

• “In the consumer software Internet, we could train a handful of machine-learning models to serve a billion users. In manufacturing, you might have 10,000 manufacturers building 10,000 custom AI models.” (2-9-22)

Data required is not available (healthcare) or accessible (Healthcare privacy)

Why AI is biased - humans and data

Why AI Requires Quality Data Sets

Large data sets for Deep Learning

AI based on incomplete data will be misleading