3学分

This course provides an overview of the field of data science, 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, data 集成 and cleaning, 数据仓库, 云计算, Structured Query Language (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, support business decisions with visual representations of data, manage and improve a business process based on quantitative analysis, analyze long-term trends and patterns in the data, and develop actionable results that drive the business decision-making process.

3学分

This course introduces principles of artificial intelligence, 机器学习, and deep learning with a focus on applied techniques. Students will examine software, 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, common business requirements, 以及结构, 的关系, 属性, and rules used to organize and 商店 data.

3学分

This course provides an overview of data mapping, 集成, 和转换, which involves the combination of data 从 heterogeneous database systems to provide a coherent, unified view for 商业智能 purposes. 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, and Electronic Data Interchange (EDI).

3学分

Data mining involves the discovery, 提取, and analysis of patterns of data 从 集成d data sets. 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. Topics 商业智能 and presentation software, 指示板, 探索性数据分析, and effective presentation and storytelling techniques.

3学分

业务 intelligence involves the use of data analysis to guide business planning, inform operational decisions, 提高性能, 并增加业务价值. This course provides an overview of complex event processing (CEP), benchmarking and key performance indicators (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, data collection and analysis, and data visualization and communication.