论文标题

人工智能的挑战 - 从机器学习和计算机视觉到情商

Challenges of Artificial Intelligence -- From Machine Learning and Computer Vision to Emotional Intelligence

论文作者

Pietikäinen, Matti, Silven, Olli

论文摘要

人工智能(AI)已成为日常对话和我们生活的一部分。它被认为是彻底改变世界的新电力。 AI在行业和学院都投入了大量投资。但是,当前的AI辩论中也有很多炒作。基于所谓的深度学习的AI在许多问题中取得了令人印象深刻的结果,但是它的限制已经可以看到。自1940年代以来,AI一直在研究,由于过度的期望和相关的失望,该行业已经发生了许多起伏。 这本书的目的是对AI,其历史,其潜力和局限性进行现实情况。我们认为,人工智能是助手,而不是人类的统治者。我们首先要描述AI是什么以及它在数十年中的发展方式。基本原理后,我们解释了大量数据对人工智能当前主流的重要性。涵盖了AI,方法和机器学习的最常见表示形式。此外,引入了主要的应用领域。计算机视觉一直是AI发展的核心。该书提供了计算机视觉的一般介绍,并包括对我们自己研究的结果和应用的接触。情绪是人类智力的核心,但在AI中几乎没有使用。我们介绍了情绪智力的基础知识以及我们对该主题的研究。我们讨论超越人类理解的超级智能,解释了为什么根据当前知识以及如何改善AI,这种成就似乎是不可能的。最后,摘要是对AI的当前状态以及将来该做什么的摘要。在附录中,我们研究了AI教育的发展,尤其是从我们自己的大学内容的角度来看。

Artificial intelligence (AI) has become a part of everyday conversation and our lives. It is considered as the new electricity that is revolutionizing the world. AI is heavily invested in both industry and academy. However, there is also a lot of hype in the current AI debate. AI based on so-called deep learning has achieved impressive results in many problems, but its limits are already visible. AI has been under research since the 1940s, and the industry has seen many ups and downs due to over-expectations and related disappointments that have followed. The purpose of this book is to give a realistic picture of AI, its history, its potential and limitations. We believe that AI is a helper, not a ruler of humans. We begin by describing what AI is and how it has evolved over the decades. After fundamentals, we explain the importance of massive data for the current mainstream of artificial intelligence. The most common representations for AI, methods, and machine learning are covered. In addition, the main application areas are introduced. Computer vision has been central to the development of AI. The book provides a general introduction to computer vision, and includes an exposure to the results and applications of our own research. Emotions are central to human intelligence, but little use has been made in AI. We present the basics of emotional intelligence and our own research on the topic. We discuss super-intelligence that transcends human understanding, explaining why such achievement seems impossible on the basis of present knowledge,and how AI could be improved. Finally, a summary is made of the current state of AI and what to do in the future. In the appendix, we look at the development of AI education, especially from the perspective of contents at our own university.

扫码加入交流群

加入微信交流群

微信交流群二维码

扫码加入学术交流群,获取更多资源