博雅計劃—博雅計劃：計算機(jī)與數(shù)據(jù)科學(xué)專題：基于大數(shù)據(jù)分析算法的預(yù)測模型研究

開始日期：

2023年7月8日

專業(yè)方向：

計算機(jī)與人工智能

導(dǎo)師：

Joseph（悉尼大學(xué) The University of Sydney 終身正教授&項目主任）

課程周期：

7周在線小組科研+5周論文指導(dǎo)

語言：

英文

建議學(xué)生年級：

大學(xué)生

項目產(chǎn)出：

7周在線小組科研學(xué)習(xí)+5周論文指導(dǎo)學(xué)習(xí) 學(xué)術(shù)報告 EI/CPCI/Scopus/ProQuest/Crossref/EBSCO或同等級別索引國際會議全文投遞與發(fā)表指導(dǎo)（共同一作） 結(jié)業(yè)證書 成績單

項目介紹：

This online project-based learning course will provide a fast-paced introduction to the key topics related to Data Analytics and Business Intelligence (BI). The primary objective of the course is to equip the students with both the conceptual knowledge and practical skills to infer, visualize, and present useful and actionable information and knowledge from large volumes of structured data. Some of the important topics covered in the lectures will include online analytical processing (OLAP), data warehousing, data visualization and dashboarding, and actionable knowledge inferencing. It will also provide an overview of the emerging developments in the areas of analytics and BI. The lectures will be complemented by a group-based project which will provide the students with hands-on experience using a widely used BI tool. The project will require the students to analyze, visualize, and make realistic inferences from a large real-world dataset to address a specific set of questions and scenarios that will be provided. Students will also prepare a project research report and present it. 本項目將主要介紹數(shù)據(jù)分析和商業(yè)智能(BI)相關(guān)的熱門技術(shù)。本課程的主要目標(biāo)是使學(xué)生具備從大量結(jié)構(gòu)化數(shù)據(jù)中推斷、可視化和知識挖掘的理論知識與實踐技能。項目中涉及的一些重要主題將包括在線分析處理(OLAP)、數(shù)據(jù)倉庫、數(shù)據(jù)可視化和儀表板（Dashboarding）。項目還將概述分析和智能數(shù)據(jù)分析領(lǐng)域的新興發(fā)展，為學(xué)生提供使用廣泛使用的BI工具的實踐經(jīng)驗。學(xué)生將自選個性化參考課題，在項目中分析、可視化，并從一個大型的真實世界數(shù)據(jù)集作出預(yù)測，在項目結(jié)束時進(jìn)行成果展示。