Mathematical Data Science (MS)

专业介绍

南加州大学 Dornsife 文理学院的数学数据科学理学硕士（MS），学制两年，要求 32 学分。该项目结合构成机器学习与统计方法骨架的理论基础，以及成功落地实践所需的技能，面向正在从事或希望从事涉及统计方法与实务、并希望理解其背后关键数学原理的人士。项目致力于让学生透彻而严谨地理解当代算法背后的数学基础，从而把握当前数据科学格局并具备推动未来进展的知识工具。

In recent years, data science has undergone dramatic growth, driven by the increasing availability of big data and the advancement of machine learning algorithms. The Mathematical Data Science program combines the theoretical background that forms the backbone of machine learning and statistical methodologies with the skillset needed for successful practical implementation. It is intended for individuals who are seeking or currently hold positions that involve statistical methodology and practice and want to understand the key mathematical principles behind them.  By fostering a thorough and rigorous comprehension of the mathematical foundations underlying contemporary algorithms, graduates of the program will understand the current data science landscape and will be equipped with the intellectual tools necessary to pioneer future advancements and solutions in the field. In addition to