Lead Data Scientist
2:00 PM CASE STUDY: Understand How to Put Together a Governance Strategy To Ensure Artificial Intelligence Applications Are Working at Their Peak
Artificial Intelligence must be continuously monitored to ensure that it is operating most accurately and effectively. However algorithms can easily go rogue, especially if they are using incorrect data! This session discusses the importance of creating a governance framework across your data, interface and modeling environments for your Artificial Intelligence applications, particularly looking at “unpacking the blackbox” and understanding exactly what data your AI is using to make decisions and why. Hoang will draw on his own experience from Energy Australia in smart metering and solar forecasting and how they justify the decisions its AI is making.
- Implementing a governance framework for data management and modelling to ensure appropriate use of data to create a system of red flags when something may be wrong
- Understand what unpacking the blackbox is and why it is so important to be able to understand why your AI is making certain decisions and how it’s getting there
- Analysing data regulation and policy to challenge existing models and continuously improve