人工智慧系列課程 >> 課程大綱
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Enterprise Big Data Professional
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課程代碼
SP-EBDP
課程天數
3 天
課程概要
數據就是力量！能夠理解數據和其洞見的企業將成為數位時代的大贏家。隨著物聯網的部署，數據的增長，速度和復雜性也不斷提高。這些生成的大數據不僅涉及資料存儲和管理，我們也需要學習近一步有效地利用以協助轉變業務決策方式。
透過 Enterprise Big Data Professional（EBDP）課程您可取得大數據的基本概念和理論的堅實基礎。內容涵蓋六個大數據框架的核心模組、統計學和機器學習的基本理論。本課程內容非基於特定廠商的技術，而是致力於將通用的大數據最佳實踐應用於企業組織。透過學習和認證計畫提升您的大數據專業知識與技能。
您也將從課堂中了解大數據之相關技術，並學習如何實現和應用於組織中進而協助改善業務。課程中還包含實際示例，將幫助學員更容易地了解如何在實際業務場景下使用大數據。
透過 Enterprise Big Data Professional（EBDP）課程您可取得大數據的基本概念和理論的堅實基礎。內容涵蓋六個大數據框架的核心模組、統計學和機器學習的基本理論。本課程內容非基於特定廠商的技術，而是致力於將通用的大數據最佳實踐應用於企業組織。透過學習和認證計畫提升您的大數據專業知識與技能。
您也將從課堂中了解大數據之相關技術，並學習如何實現和應用於組織中進而協助改善業務。課程中還包含實際示例，將幫助學員更容易地了解如何在實際業務場景下使用大數據。
學習目標和取得技能
Led by qualified trainers and facilitators, the course provide candidates with a strong foundation of the fundamental concepts and theories of big data technologies and tools, supporting them and their organization in leveraging the potential benefits, which include:
- Discovery of new patterns and data relationships impacting the business
- A greater understanding of customers to more precisely target products and services
- Enhanced decision-making by collecting more exact and detailed information
- Greater ability to accurately predict business outcomes and trends
- Accelerate the identification and correction of operational problems
- Improve the development of new and existing products and services
教學方式
原廠認證講師課堂中文指導
教材與實驗
原廠教材
課程適合對象
The target audience for this course and qualification are:
- Individuals and organizations seeking proficiency in enterprise analytics, machine learning and big data.
- Individuals seeking a working knowledge of the principles behind Big Data, terminologies and theories behind industry practices
- Data Analysts
- Business Analysts
- IT Advisors
- IT Professionals
前備知識
無
課程大綱
- Introduction to Big Data & Big Data characteristics
- Data analysis, analytics, business intelligence and Big Data
- Data products and Big Data solutions
- Machine Learning & Artificial Intelligence
- The structure of the Big Data Framework
- Big Data Strategy & Big Data Architecture
- The NIST Big Data Reference Architecture
- Distributed data storage and processing
- Hadoop open-source software framework
- How Hadoop can be used in real life scenarios
- Database technologies
- Big Data Algorithms
- Statistical Inference, Correlation and Regression
- Classification, Clustering, Outlier Detection and Data Visualization
- Big Data Processes
- Data Analysis Process, Data governance process, Data management processes
- Setting up a Big Data organization
備註
- 本課程符合 PMI®國際專案管理學會 PDU 專業學分，請自行上網登錄
