隨著資訊科技的成熟,帶動大數據的蓬勃發展,以資料驅動之應用漸現於企業決策、商業應用與組織營運等面向。 本課程主要在因應此趨勢下,以導論的形式,介紹資料科學之基礎概念、應用工具及趨勢發展, 俾使同學能建立學習資料科學所需之概念,做為後續修習或研究進階資料科學之基礎。 資料科學導論是一門概論的課程,課程內容將介紹資料科學的基本要素:資料收集和管理, 匯總和可視化資料,和統計推斷以及機器學習的使用。學生將使用Python編程語言和Jupyter筆記本獲得實驗經驗。 本課程可以看作是側重於編程和算法的計算課程與統計課程之間的混合課程。
《 課程簡介 -- English 》
With the proliferation of Information technology, the applications of big data have shown a rapid development. Data-driven applications has been manifested in fields, such as corporation decision, business application, and organizational operation etc. In response to this trend, this course is to introduce basics concepts, tools, and applications as well as current trends of data science. The purpose is to make students be able to build a foundation for further learning or research of advanced data science concepts. Introduction to Data Science (IDS) is a survey course introducing the essential elements of data science: data collection and management, summarizing and visualizing data, utilizing basic ideas of statistical inference, and machine learning. Students will gain hands-on experience using the Python programming language and Jupyter notebooks. IDS can be viewed as a hybrid between a computing course focused on programming and algorithms, and a statistics course focusing on estimation and inference.
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