3学分

本课程提供数据科学领域的概述, 重点是数据模型, 数据挖掘过程, 工具和技术, 算法, and statistical analyses used to glean insight 从 data for use across a variety of domains. Students will also examine various computer information systems and 编程语言 used to process, 商店, 集成, 分析数据.

3学分

This course focuses on the 设计 and administration of database management systems (DBMS) with an emphasis on relational databases, 数据集成和清理, 数据仓库, 云计算, 结构化查询语言(SQL), 和NoSQL.

3学分

This course introduces students to a variety of data analytic solutions. Students will learn how to retrieve real business data and create reports, 用数据的可视化表示支持业务决策, 基于定量分析管理和改进业务流程, 分析数据中的长期趋势和模式, and develop actionable results that drive the business decision-making process.

3学分

本课程介绍人工智能原理, 机器学习, 以及专注于应用技术的深度学习. 学生将检查软件, 编程语言, and 算法 used to parse 分析数据 and automate computer decision-making processes.

3学分

This course provides an overview of data modeling with an emphasis on data model types, 数据库模型, 常见业务需求, 以及结构, 的关系, 属性, 以及用于组织和存储数据的规则.

3学分

本课程提供数据映射的概述, 集成, 和转换, which involves the combination of data 从 heterogeneous database systems to provide a coherent, 用于商业智能目的的统一视图. 主题包括大数据, 数据仓库, 数据的湖泊, 元数据, ETL(提取, 变换, 负载)映射, 电子数据交换(EDI).

3学分

数据挖掘涉及到发现, 提取, 以及综合数据集的数据模式分析. This course examines the use of 机器学习 and statistical models in 数据挖掘过程.

3学分

This course provides a comprehensive review of customer relationship management (CRM), which is a major component of organizational 商业智能 (BI). This course covers the domain of CRM and is not tied to any particular perspective and covers a number of holistic models. Students will learn three types of CRM - strategic, operational and analytical. This course emphasizes a managerial perspective on CRM while maintaining a balanced view of the technology.

3学分

This course explores various tools and communication strategies used in data visualization and decision making. 主题商业智能和演示软件, 指示板, 探索性数据分析, 以及有效的展示和讲故事的技巧.

3学分

业务 intelligence involves the use of data analysis to guide business planning, 告知运营决策, 提高性能, 并增加业务价值. 本课程提供复杂事件处理(CEP)的概述, 基准和关键绩效指标(KPI), 仪表板发展, and predictive and prescriptive modeling used to assess strategic business opportunities.

3学分

This course provides an overview of data governance standards and processes with a focus on information architecture, 数据管理, 数据治理工具, 监管要求, 数据伦理, 数据完整性和安全性, 内部审计, 数据报告.

3学分

The data science capstone provides students with an opportunity to 集成 content 从 throughout the program through the completion of an applied data science project. Students will develop a data strategy to address a business challenge with a focus on measurable goals and objectives, 性能指标, 角色及职责, 商业智能工具, 数据收集与分析, 以及数据可视化和通信.