Explainable Ai: Interpreting, Explaining and Visualizing Deep Learning Samek Wojciech
Explainable Ai: Interpreting, Explaining and Visualizing Deep Learning Samek Wojciech The development of "intelligent" systems that can take decisions and perform autonomously might lead to faster…
Specifikacia Explainable Ai: Interpreting, Explaining and Visualizing Deep Learning Samek Wojciech
Explainable Ai: Interpreting, Explaining and Visualizing Deep Learning Samek Wojciech
The development of "intelligent" systems that can take decisions and perform autonomously might lead to faster and more consistent decisions. For sensitive tasks involving critical infrastructures and affecting human well-being or health, it is crucial to limit the possibility of improper, non-robust and unsafe decisions and actions. A limiting factor for a broader adoption of AI technology is the inherent risks that come with giving up human control and oversight to "intelligent" machines.
In pursuit of that objective, ways for humans to verify the agreement between the AI decision structure and their own ground-truth knowledge have been explored. Before deploying an AI system, we see a strong need to validate its behavior, and thus establish guarantees that it will continue to perform as expected when deployed in a real-world environment. Explainable AI (XAI) has developed as a