Machine Learning Applications in Nanomedicine and Nanotoxicology

G. Casañola-Martín, H. Pham-The
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Abstract

The development of machine learning algorithms together with the availability of computational tools nowadays have given an increase in the application of artificial intelligence methodologies in different fields. However, the use of these machine learning approaches in nanomedicine remains still underexplored in certain areas, despite the development in hardware and software tools. In this review, the recent advances in the conjunction of machine learning with nanomedicine are shown. Examples dealing with biomedical properties of nanoparticles, characterization of nanomaterials, text mining, and image analysis are also presented. Finally, some future perspectives in the integration of nanomedicine with cloud computing, deep learning and other techniques are discussed.
机器学习在纳米医学和纳米毒理学中的应用
如今,机器学习算法的发展以及计算工具的可用性使得人工智能方法在不同领域的应用有所增加。然而,尽管硬件和软件工具有所发展,但在某些领域,这些机器学习方法在纳米医学中的应用仍未得到充分探索。本文综述了近年来机器学习与纳米医学结合的研究进展。还介绍了处理纳米粒子生物医学特性、纳米材料表征、文本挖掘和图像分析的例子。最后,讨论了纳米医学与云计算、深度学习等技术融合的未来前景。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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