Safer and more reliable autonomous systems, such as self-driving vehicles, may be possible thanks to a new understanding of deep learning, a type of artificial intelligence (AI) that mimics the way humans learn and process information. <\/p>\n
The study, conducted at Bar-Ilan University and published in the Physica A journal, highlights the interplay between AI confidence levels and decision-making processes. <\/p>\n
Understanding the confidence levels of AI systems allows us to develop applications that prioritize safety and reliability, explained Ella Koresh, an undergraduate student who contributed to the research. <\/p>\n
For instance, in the context of autonomous vehicles, when confidence in identifying a road sign is exceptionally high, the system can autonomously make decisions. However, in scenarios where confidence levels are lower, the system prompts for human intervention, ensuring cautious and informed decision-making. <\/p>\n
According to the researchers, deep learning architectures can achieve higher confidence levels for a substantial portion of inputs, while maintaining an overall average confidence. <\/p>\n
Put more simply: deep learning AI can be more certain about a lot of things without sacrificing overall reliability. <\/p>\n
The ability to bolster the confidence levels of AI systems establishes a new benchmark for AI performance and safety and could be applicable across a spectrum of fields, from AI-driven writing and image classification to pivotal decision-making processes in healthcare and autonomous vehicles. <\/p>\n
In addition to Koresh, the study was authored by Yuval Meir, Ofek Tevet, Yarden Tzach and Prof. Ido Kanter from the department of physics at Bar-Ilan and the universitys brain research center. <\/p>\n
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Road to safer self-driving cars is paved with deep learning - ISRAEL21c<\/a><\/p>\n","protected":false},"excerpt":{"rendered":" Safer and more reliable autonomous systems, such as self-driving vehicles, may be possible thanks to a new understanding of deep learning, a type of artificial intelligence (AI) that mimics the way humans learn and process information. Continue reading