一种新的基于浏览器的无代码机器学习应用开发工具

Erol Ozan
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引用次数: 4

摘要

机器学习(ML)应用程序开发是一个复杂的过程,需要开发人员具备相当多的编程和专业技术技能。对于不具备编程和技术技能的研究人员来说,开发满足其特定研究领域需求的机器学习模型仍然存在很大障碍。典型的ML模型开发工作流需要安装一组软件元素和一定数量的代码开发。本文介绍了一种基于浏览器的机器学习应用程序开发工具,该工具面向编程知识有限的研究人员的需求。该工具允许用户基于他们提供的图像集创建自定义图像分类器模型。该工具提供了一个无代码工作流,使用户可以在浏览器上创建和测试他们的ML模型,而无需下载任何软件模块。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
A Novel Browser-based No-code Machine Learning Application Development Tool
Machine learning (ML) application development constitutes a complex process that requires developers to have considerable amount of programming and specialized technical skills. There is still a substantial barrier for researchers who do not possess the programming and technical skills to develop ML models that meets the needs of their specific fields of study. The typical ML model development workflow entails the installation of a set of software elements and a certain amount of code development. This paper introduces a browser-based ML application development tool that is geared towards the needs of researchers who have limited knowledge in programming. The tool allows the users to create a customized image classifier model based on the image sets that they provide. The tool provides a no-code workflow that enables users to create and test their ML models on a browser without downloading any software modules.
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