<p>分析学(MS in Analytics)硕士项目旨在培养拥有扎实定量分析技能的工程和管理人才。作为一门跨学科领域,分析学通过工程方法对数据进行解析,进而分析和管理工程及企业运营过程。项目重点在于严格的数学模型和计算机工具的训练。尽管分析学与数据科学内容相近,但其专业性和集中度更高。</p><p>课程设置:MS in Analytics项目的学制为3至4个学期,适合具有数据科学、统计学或数学背景,并希望在这些或其他工程学科领域进行深入研究的学生。课程涵盖了编程基础、数据管理、数据挖掘、数据可视化、机器学习和决策分析等技能,旨在培养学生总结和呈现复杂数据的能力、利用机器学习方法预测复杂场景结果的能力,以及将数据转化为可执行建议的能力。学生需熟练掌握一些常用的数据分析处理软件和编程工具,包括用于机器学习的Python、R和SAS。在完成必修课程后,学生可以选择感兴趣的选修课,进一步提升在细分领域中的数据分析能力。</p><p>就业方面:这个社会对 Analytics and Data Science 的需求正在急剧增长,越来越多的企业需要这样的专业人员。USC Viterbi的毕业生在各个领域的数据驱动型企业中工作,其中包括:零售、银行、娱乐、医疗健康、制造业、政府、交通等等。毕业生们在各行业中担任金融分析师、分析顾问、分析经理和医疗保健分析师等职位。</p>
SHOW FULL COLUMNS FROM `tb_univ_majorinfo` [ RunTime:0.005826s ]
SELECT `univ_col_id` FROM `tb_univ_majorinfo` WHERE `id` = 65743 LIMIT 1 [ RunTime:0.005660s ]
SHOW FULL COLUMNS FROM `tb_univ_collegeinfo` [ RunTime:0.014210s ]
SELECT `country_id` FROM `tb_univ_collegeinfo` WHERE `id` = 103 LIMIT 1 [ RunTime:0.006721s ]
SHOW FULL COLUMNS FROM `tb_track` [ RunTime:0.004950s ]
SELECT * FROM `tb_track` WHERE `majr_track` = 65743 AND `show_track` = 1 ORDER BY `id` ASC [ RunTime:0.005370s ]
SHOW FULL COLUMNS FROM `tb_univ_majorinfo_us` [ RunTime:0.006452s ]
SELECT `uc`.`country_id`,`uc`.`univ_name`,`uc`.`univ_ename`,`univ_col_id`,`umu`.`id`,`major_cname`,`major_ename`,`toefl_ac`,`toefl_total`,`toefl_min`,`toefl_send`,`ielts_ac`,`ielts_total`,`ielts_min`,`ielts_send`,`gmat_ac`,`gmat_total`,`gmat_min`,`gmat_send`,`gre_ac`,`gre_total`,`gre_min`,`gre_send`,`edu_ddl`,`viewpoint`,`pre_course`,`major_detail_id`,`major_detail_cname`,`uc`.`is_njstar`,`track`,major_detail_cname as major_detail_name,`major_id` FROM `tb_univ_majorinfo_us` `umu` LEFT JOIN `tb_univ_collegeinfo` `uc` ON `uc`.`id`=`umu`.`univ_col_id` WHERE `umu`.`id` = '65743' AND `umu`.`status` = '0' LIMIT 1 [ RunTime:0.004955s ]
SELECT `id`,`id_schl`,`school_id`,`cname_schl`,`mianshi`,`major_ename` FROM `tb_univ_majorinfo` LEFT JOIN `tb_school` `sch` ON `school_id`=`id_schl` WHERE ( id=65743 ) LIMIT 1 [ RunTime:0.010375s ]
SHOW FULL COLUMNS FROM `tb_univ_collegeinfo_sort` [ RunTime:0.005905s ]
SELECT `sort` FROM `tb_univ_collegeinfo_sort` WHERE `univ_col_id` = 103 AND `is_new` = 1 AND `sort_type` = 1 AND `sort_name` = '859' LIMIT 1 [ RunTime:0.008425s ]
SELECT `sort` FROM `tb_univ_collegeinfo_sort` WHERE `univ_col_id` = 103 AND `is_new` = 1 AND `sort_type` = 1 AND `sort_name` = '860' LIMIT 1 [ RunTime:0.004944s ]
SELECT `ucs`.`sort`,`umt`.`major_detail_cname`,`umt`.`tier`,`n`.`tier_desc` FROM `tb_univ_majorinfo_us` `umu` INNER JOIN `tb_univ_majorinfo_tier` `umt` ON `umu`.`id`=`umt`.`major_id` LEFT JOIN `tb_univ_collegeinfo_sort` `ucs` ON `umt`.`major_detail_id`=ucs.univ_major_class and umu.univ_col_id = ucs.univ_col_id and ucs.is_new = 1 and ucs.sort_type = 2 and ucs.sort_name = 862 LEFT JOIN `tb_newclass` `n` ON `n`.`class_cc`=umt.major_detail_id and n.ctry_cc = 12 WHERE `umu`.`id` = '65743' [ RunTime:0.005763s ]
SELECT `is_stem`,`season`,`edu_years`,`edu_fee`,`class_size`,`avg_gpa`,`avg_g`,`per_inter`,`per_sex`,`per_work`,`salary`,`per_stay` FROM `tb_univ_majorinfo_us` WHERE `id` = 65743 AND `status` = 0 LIMIT 1 [ RunTime:0.004941s ]
SELECT `major_id`,`major_detail_name` FROM `tb_univ_majorinfo` WHERE ( id=65743 ) LIMIT 1 [ RunTime:0.007051s ]
SHOW FULL COLUMNS FROM `tb_news` [ RunTime:0.009727s ]
SELECT distinct `id_news`,`title_news`,`time_news`,`cname_news`,`cuniv_news`,`cmajr_news`,`detail_news`,`id_univ`,`newsid` FROM `tb_news` LEFT JOIN `tb_advisernews` ON `id_news`=`newsid` WHERE `id_univ` = 103 AND `major_news` = 65743 AND `cname_news` NOT IN ('0','') AND `type_news` = 'succ' ORDER BY `time_news` DESC,`id_news` DESC LIMIT 4 [ RunTime:0.005216s ]
SELECT distinct `id_news`,`title_news`,`time_news`,`cname_news`,`cuniv_news`,`cmajr_news`,`detail_news`,`id_univ`,`newsid` FROM `tb_news` LEFT JOIN `tb_advisernews` ON `id_news`=`newsid` WHERE `id_clss` = 46 AND `id_univ` = 103 AND `id_news` <> 23184 AND `type_news` = 'succ' ORDER BY `time_news` DESC,`id_news` DESC LIMIT 3 [ RunTime:0.008415s ]
SELECT distinct `id_news`,`title_news`,`time_news`,`cname_news`,`cuniv_news`,`cmajr_news`,`detail_news`,`id_univ`,`newsid` FROM `tb_news` LEFT JOIN `tb_advisernews` ON `id_news`=`newsid` WHERE `ctry_news` = 12 AND `id_clss` = 46 AND `star_news` = 1 AND `id_news` NOT IN (23184,21251) AND `type_news` = 'succ' ORDER BY `time_news` DESC,`id_news` DESC LIMIT 2 [ RunTime:0.005878s ]
select distinct cover,hot_cover,c.id,title,create_at,m_reading,school_id,video,c.type,create_at as time,c.level_limit,c.cate_id
from tb_article_content c,tb_major_information d,tb_information_count a
left join tb_univ_majorinfo_us b on a.major_id =b.id and a.school_id=b.univ_col_id
where d.information_id=a.id
and d.article_id=c.id
and d.information_id=a.id
and school_id=103
and a.major_id=65743 and video!=''
order by c.create_at desc
limit 2 [ RunTime:0.006824s ]
select distinct cover,hot_cover,c.id,title,create_at,m_reading,school_id,video,c.type,create_at as time,c.level_limit,c.cate_id
from tb_article_content c,tb_major_information d,tb_information_count a
left join tb_univ_majorinfo_us b on a.major_id =b.id and a.school_id=b.univ_col_id
where d.information_id=a.id
and d.article_id=c.id
and d.information_id=a.id
and school_id=103
and a.major_id=65743 and video=''
order by c.create_at desc
limit 3 [ RunTime:0.005043s ]
SHOW FULL COLUMNS FROM `tb_article_category` [ RunTime:0.007852s ]
SELECT * FROM `tb_univ_majorinfo` WHERE `id` = 65743 LIMIT 1 [ RunTime:0.008064s ]
SHOW FULL COLUMNS FROM `tb_mianshi` [ RunTime:0.006301s ]
SELECT distinct
`id_mianshi`,`avatar`,content_mianshi AS content,c.apyear_cust AS year,`month_mianshi`,type_mianshi AS type,add_mianshi AS address,length_mianshi AS length,cinterviewer_mianshi count,join_time_mianshi AS jointime,`m`.`major_mianshi`,`m`.`cust_mianshi`,`show_mianshi`,`majrshow_mianshi`,`cust_mianshi`,`c`.`name_cust`,`lang_mianshi` FROM `tb_mianshi` `m` LEFT JOIN `tb_univ_majorinfo` `um` ON `m`.`major_mianshi`=`um`.`id` LEFT JOIN `tb_register` `r` ON `m`.`cust_mianshi`=r.uid and r.app=1 LEFT JOIN `tb_custom` `c` ON `c`.`id_cust`=`m`.`cust_mianshi` WHERE `show_mianshi` = 1 AND `majrshow_mianshi` <> 0 AND `major_mianshi` = 65743 AND `cust_mianshi` > 0 ORDER BY field(majrshow_mianshi,1,2),`join_time_mianshi` DESC [ RunTime:0.012715s ]
SHOW FULL COLUMNS FROM `tb_apply_ranking_ds` [ RunTime:0.006373s ]
SELECT * FROM `tb_apply_ranking_ds` WHERE `aply_year` = '2023' AND `country_id` = 12 AND `major_aply` = 65743 ORDER BY `apply_rank` ASC,`type` ASC LIMIT 2 [ RunTime:0.009799s ]
SHOW FULL COLUMNS FROM `tb_univ_monitored` [ RunTime:0.006966s ]
SELECT * FROM `tb_univ_monitored` WHERE `univ_id` = 103 LIMIT 1 [ RunTime:0.012713s ]
SHOW FULL COLUMNS FROM `tb_handbook` [ RunTime:0.009829s ]
SELECT * FROM `tb_handbook` WHERE `type_hb` = 2 AND `relatedid_hb` = 103 AND `show_hb` = 1 LIMIT 1 [ RunTime:0.009492s ]