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Deep Learning at Your Fingertips

机译:触手可及的深度学习

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摘要

From SurveyMonkey to Google Forms, online surveys have become a cornerstone of modern research. However, these survey platforms lack the ability to provide advanced analysis to researchers, often requiring expensive third-party analytics software to rectify their shortcomings. We propose to solve this problem by adding data analysis capabilities onto TigerAware, an existing data collection platform. TigerAware offers a generic and customizable tool which allows researchers without technical expertise to create, manage, and deploy custom mobile surveys to participants in real-time. We seek to add data analysis functionalities to the TigerAware platform ranging from basic statistics functions to emotion recognition via deep learning. Our analysis platform uses data collected by TigerAware to give researchers real-time analytics throughout the duration of their study. Through our additions to the TigerAware platform, we present a novel all-in-one tool for researchers to facilitate effective survey creation, survey administration, data collection, and data analysis.
机译:从SurveyMonkey到Google Forms,在线调查已成为现代研究的基石。但是,这些调查平台缺乏向研究人员提供高级分析的能力,通常需要昂贵的第三方分析软件来纠正其缺点。我们建议通过在现有数据收集平台TigerAware上添加数据分析功能来解决此问题。 TigerAware提供了一种通用且可自定义的工具,该工具允许没有技术专长的研究人员实时创建,管理和部署自定义移动调查给参与者。我们寻求为TigerAware平台添加数据分析功能,范围从基本的统计功能到通过深度学习进行的情绪识别。我们的分析平台使用TigerAware收集的数据为研究人员在整个研究过程中提供实时分析。通过添加到TigerAware平台中,我们为研究人员提供了一种新颖的多合一工具,以促进有效的调查创建,调查管理,数据收集和数据分析。

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