数据科学家的可视化:它有多具体?

B. Santos, Adam Perer
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引用次数: 1

摘要

数据科学被广泛用于支持科学、健康、商业和体育等不同领域的活动,仅举几例。理论和实践一直在迅速发展,数据科学家目前是就业市场上需求量很大的职位。所有这些都创造了大量的研究机会,同时也有必要更好地了解如何将人们培养成具有背景和技能的研究人员和专业人员,以便在难以预测的未来保持活跃。虽然有文献中描述的数据和信息可视化课程,以及SIGGRAPH教育委员会的建议,但它们不涉及数据科学项目,因此可能不完全适合这种类型的项目。除了通常涉及的一般概念和方法之外,为这一特定受众量身定制的可视化课程可能应该强调在数据科学过程的几个阶段使用可视化的特定技术,工具和示例;此外,我们有理由期待可视化研究团体提出在实践中有用的新方法,这些方法应该在这样的课程中得到解决。同样,参考书目和教学方法也可以加以调整。我们分析了全球40多个以英语授课的数据科学硕士课程,其中大多数包括可视化课程,我们认为有必要调整现有的建议,并为这些课程制定指导方针。这个小组打算讨论这个话题,并确定需要进一步思考的问题。
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Visualization for Data Scientists: How specific is it?
Data Science has been widely used to support activities in diverse domains as Science, Health, Business, and Sports, to name just a few. Theory and practice have been evolving rapidly, and Data Scientist is currently a position much in demand in the job market. All this creates vast research opportunities, as well as the necessity to better understand how to prepare people as researchers and professionals having the background and skills to keep active in a difficult to anticipate future. While there are courses on Data and Information Visualization described in the literature, as well as recommendations by the SIGGRAPH Education Committee, they do not concern Data Science Programs and thus may not be entirely adequate to this type of Program. Besides the general concepts and methods usually addressed, a Visualization course tailored for this particular audience should probably emphasize specific techniques, tools, and examples of using Visualization in several phases along the Data Science process; moreover, it is reasonable to expect that new approaches, useful in practice, will be proposed by the Visualization research community that should be addressed in such a course. Likewise, the bibliography and teaching methods could probably be adapted. We have analyzed over forty MSc Data Science programs offered in English worldwide, and the Visualization courses most of them include, and we argue that there is a need to adapt existing recommendations and create guidelines for these courses. This panel intends to debate this topic and identify issues that need further reflection. .
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