AI Use Case

Predict testing outcomes

Predict outcomes from tests. This may mean that fewer experiments are required, thus reducing experimental R&D costs and time to market. With appopriate data and a sensitivity to risk trade-offs it may also mean that a go / no go decision can be made before the cost of a testing regime is initiated.

Function

R And D

Core Research And Development

Benefits

Operational - Process speed up,Cost - Targeted Trials/ Precision testing

Case Studies

Yahoo!~Yahoo! researchers investigate optimising click-through rates by predicting optimal news story to feature online,Johns Hopkins University~Scientists aim to eliminate animal testing by automating the proccess based on existing knowledge about chemical interactions using machine learning,NASA~NASA replaced output from a faulty sensor in space by using other sensor data to predict the ultraviolet radiation sensor measurements with 97% accuracy

Industry

Data Sets

Structured / Semi-structured

AI Technologies

ML Task - Prediction - Regression,Machine Learning (ML),ML Task - Prediction - Binary Classification,ML Task - Prediction - Multi-class Classification

Potential Vendors

IBM