深度学习中的深度是指什么
Data science is revolutionizing many fields; from robotics to medicine, and everything in between. This revolution is partly due to advances in research, computing power, interests within the field, and the data science toolbox. Often, persons think of data science as extreme advances within artificial intelligence (AI); as in, eventually giving robots the ability to complete human-dominated tasks all on their own.
数据科学正在革新许多领域。 从机器人技术到医学,以及介于两者之间的一切。 这场革命部分是由于研究,计算能力,该领域内的兴趣以及数据科学工具箱的进步。 人们常常将数据科学视为人工智能(AI)的一项极端进步。 就像这样,最终使机器人能够自行完成人类主导的任务。
As much as this could be an aspect of data science, it is not all there is to data science. Rather, AI is part of the data science toolbox. Areas such as machine learning (ML) and AI have grown to become popular aspects of data science because they are incredibly powerful tools.
尽管这可能是数据科学的一个方面,但它并不是数据科学的全部。 相反,AI是数据科学工具箱的一部分。 机器学习(ML)和AI等领域已经成为数据科学的热门方面,因为它们是功能强大的工具。
These tools are powerful because they learn and adapt to optimize the outcome of a situation which they are tasked with. This is important because although humans can learn and adapt to optimize outcomes, machines currently have the upper hand at completing this on a larger scale.
这些工具之所以强大,是因为它们可以学习并适应以优化他们所负责的情况的结果。 这很重要,因为尽管人类可以学习并适应以优化结果,但机器目前在更大范围内完成此方面具有优势。
Many problems are quite complexed, and it would be unreasonable to ask a human to work through one such problem. Rather, humans should leverage their knowledge of a situation and combine this with both computing power and data to achieve substantial results. At the intersection of this is Deep Learning!
许多问题非常复杂,要求人们解决一个这样的问题是不合理的。 相反,人类应该利用他们对情况的了解,并将其与计算能力和数据相结合,以取得可观的结果。 在这一点上,是深度学习 !
So, what exactly is deep learning? Broadly speaking, it is an application of AI. Since deep learning is a subset of AI, we must first understand AI and what it seeks to achieve. AI is any technique which enables a computer to mimic human behaviour. As the name suggests, it is a branch of computer science which emphasizes the development of intelligence within machines. In this case, intelligence can be considered to be the ability to process informatio