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圣路易斯华盛顿大学本科数据科学学什么?

2022-09-27 16:45    来源:留学在线       阅读量:

摘要:圣路易斯华盛顿大学本科数据科学专业由统计数学系和计算机科学工程联合提供,四年学制,主要传授数据相关的计算机技能,期间也会涉及一些实习项目的考核,下面留学Hanna老师就简单给您说说圣路易斯华盛顿大学本科数据科学学什么吧!

圣路易斯华盛顿大学本科数据科学学什么?

学位类型:Bachelor of Science in Data Science

开设学院: the Department of Mathematics and Statistics in Arts & Sciences and the Department of Computer Science & Engineering in the McKelvey School of Engineering.

专业介绍:官方说明:“Students majoring in data science will have the formal foundation needed to understand the applicability and consequences of the various approaches to analyzing data with a focus on statistical modeling and machine learning. They will have the computing skills needed to ingest, manage and visualize data.”

数据科学主要侧重有统计建模和机器学习,培养计算机相关的实用技能,方便未来解决数据相关的棘手问题。

核心课程:

Math 131Calculus I (AP credit may satisfy this requirement)

Math 132Calculus II (AP credit may satisfy this requirement)

Math 233Calculus III

Math 309Matrix Algebra

Math 3211Statistics for Data Science I

Math 4211Statistics for Data Science II

Math 439Linear Statistical Models

CSE 131Introduction to Computer Science

CSE 247Data Structures and Algorithms

CSE 217AIntroduction to Data Science

CSE 314AData Manipulation and Management

CSE 417TIntroduction to Machine Learning

or Math 4601Statistical Learning

提供相关的实习项目:DS Practicum Requirement

3 units of an approved comprehensive data science project or experience. A practicum must be approved by the committee of data science faculty.

The practicum experience should be completed the next-to-last semester of study (i.e., first semester senior year). It is important that practicum plans be submitted for review prior to starting the project or course work to ensure the proposed work is sufficient for the objectives of the practicum. After the fact approvals are possible but not guaranteed.

Appropriate practicum work is possible via Independent Study (CSE 400E or Math 400), or via project-focused classes, including (but not limited to) CSE 437S Software Engineering Workshop and CSE 454A Software Engineering for External Client. Students should contact course instructors in advance to identify the degree of agency the student will have over project selection and requirements.

Contact Maria Sanchez (smaria@wustl.edu) in the CSE department office or the Math department office to initiate the approval process.

内附:数据科学本科课程表

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