南加大工程学院：应用数据科学

USC Viterbi学院的应用数据科学理学硕士（MS in Applied Data Science）项目旨在培养拥有计算机科学或其他工程科学专业的学生成为出色的数据科学家。

通过本学位课程，学生将学习从事数据科学工作所需的各项技能。包括但不仅限于在实际问题中运用以下知识的能力： ✩ 数据科学技术基础

✩ 机器学习与数据挖掘

✩ 使用Phython语言编写数据科学程序

✩ 使用数据库与大数据基础设施的知识与经验

课程设置

通过沉浸式的数据分析领域体验，学生将熟悉分析师/数据科学家的角色，以及应用于关键组织任务领域的信息学技能。了解数据管理、数据可视化、数据挖掘、人工智能、机器学习等在分析过程中至关重要的作用，以及如何将这些技术应用于现实世界挑战。

应用数据科学（理学硕士）共计32个学分，课程时长为2年。本学位课程的特点是将知识和技能应用于实践经验，通过广泛的选修课程和独特的专业实习，为学生进入现实世界的职业领域打下坚实的专业基础。

核心课程（12学分） DSCI 551 数据管理基础 DSCI 552 数据科学机器学习 DSCI 553 数据挖掘的基础与应用

选修课（至少5门，20学分） CSCI 544 应用自然语言处理 CSCI 550 高级数据存储 CSCI 570 算法分析 CSCI 572 信息检索与网络搜索引擎 CSCI 587 地理空间信息管理 DSCI 510 数据科学编程原理 DSCI 529 安全与隐私 DSCI 549 计算思维和数据科学导论 DSCI 550 大规模数据科学 DSCI 554 数据可视化 DSCI 555 交互设计和可用性测试 DSCI 556 用户体验设计与策略 DSCI 558 构建知识图表 DSCI 560 数据科学专业实习

DSCI 564 数据科学概率和统计

以下就业数据基于2023年和2023年毕业生报告：

Activision Blizzard - Jr. Network Programmer CTRP Amazon - AI Software Engineer Amazon - AWS Big Data Engineer Amazon - Software Development Engineer Amazon - Software Engineer Amazon Web Services - Application Software Developer Amazon Web Services - Software Development Engineer Apple Inc. - Siri Data Scientist Armorblox - Machine Learning Engineer Bank Of Changsha Company Limited - Data Analyst Bilibili Inc. - Software Develop Engineer Bloomberg L.P. - Market Data Analyst Bloomberg L.P. - Software Engineer Bytedance - Back-End Engineer Bytedance - Software Engineer Chan Zuckerberg Initiative - AI Software Engineer Chevron Corporation - Data Scientist Clumio - Member of Technical Staff Coinbase - Software Engineer Corelight, Inc - Security Researcher ESRI - Product Engineer EY - Associate Analyst Facebook - Data Engineer Genentech - Data Analyst Intern Google - Backend Software Engineer Google - Software Engineer Huawei - Algorithm Engineer Huawei - Software Engineer IXL Learning - SWE Juniper Networks, Inc. - Software Engineer LG Corporation - AI Software Engineer Liftoff Mobile, Inc. - Software Engineer LinkedIn - Software Engineer Memmo.ai - Software Engineer Intern Meta Platforms, Inc. - Data Scientist Microsoft - SWE NASA Jet Propulsion Laboratory - Data Scientist NASA Jet Propulsion Laboratory - Software Systems Engineer and Team Lead Nod Labs - Machine Learning Systems Engineer Oracle Corporation - Software Engineer PayPal, Inc. - Data Scientist PayPal, Inc. - Software Engineer II Qumulo Inc. - Member of Technical Staff Salesforce - MTS Software engineer SAP - Developer Schlumberger - Software Engineer Tencent - Test Development Engineer Thats It - Data Science Analyst The MathWorks, Inc. - Engineering Development Group TuSimple - Software Engineer Uber - Software Engineer University of Southern California - NRA Scholarship University of Southern California - Programmer Analyst I University of Southern California - Research Assistant University of Southern California - Research Programmer II University of Southern California - Resource Employee University of Southern California - Teaching Assistant Vivo Communication Technology Co. Ltd. - Data Scientist VMWare - Software Developer VMWare - Software Engineer MTS Walmart Labs - Data Scientist