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["discountId"]=> string(1) "0" ["discount"]=> string(5) "10.00" ["hitNum"]=> string(1) "0" ["maxRate"]=> string(3) "100" ["materialNum"]=> string(1) "0" ["parentId"]=> string(5) "30606" ["locked"]=> string(1) "1" ["minCoursePrice"]=> string(4) "0.00" ["maxCoursePrice"]=> string(4) "0.00" ["teacherIds"]=> array(1) { [0]=> string(1) "1" } ["defaultCourseId"]=> string(5) "30646" ["sourceUrl"]=> string(32) "609b0d2f295371efb5535017e1f80102" ["body"]=> NULL ["weight"]=> string(1) "0" ["expert_id"]=> NULL ["classroomId"]=> string(3) "154" ["length"]=> string(0) "" ["startTime"]=> string(10) "1718700282" ["floorId"]=> string(1) "0" } ["courseNum"]=> string(1) "1" ["parentCourseSetId"]=> string(5) "30606" ["classroom_course_id"]=> string(5) "23134" ["teachers"]=> array(1) { [1]=> array(59) { ["id"]=> string(1) "1" ["email"]=> string(7) "a@a.com" ["verifiedMobile"]=> string(0) "" ["password"]=> string(44) "+KmlZnnk5j4oRUnd+GG1lh/FD3hx61r6PY5hFdPX+CA=" ["salt"]=> string(31) "jomp3q2xk2ok8ckw4ooc44wks8s4skk" ["payPassword"]=> string(0) "" ["payPasswordSalt"]=> string(0) "" ["locale"]=> NULL ["uri"]=> string(0) "" ["nickname"]=> string(12) "默认教师" ["title"]=> string(12) "默认教师" ["tags"]=> string(0) "" ["type"]=> string(7) "default" ["point"]=> string(1) "0" ["coin"]=> string(1) "0" ["smallAvatar"]=> string(50) "public://default/2018/01-15/1721393063f7976683.png" ["mediumAvatar"]=> string(50) "public://default/2018/01-15/172139305883627899.png" ["largeAvatar"]=> string(50) "public://default/2018/01-15/172139304cd4041642.png" ["emailVerified"]=> string(1) "0" ["setup"]=> string(1) "1" ["roles"]=> array(3) { [0]=> string(9) "ROLE_USER" [1]=> string(12) "ROLE_TEACHER" [2]=> string(17) "ROLE_ORGANISATION" } ["promoted"]=> string(1) "1" ["promotedSeq"]=> string(1) "1" ["promotedTime"]=> string(10) "1516009061" ["locked"]=> string(1) "0" ["lockDeadline"]=> string(1) "0" ["consecutivePasswordErrorTimes"]=> string(1) "0" ["lastPasswordFailTime"]=> string(1) "0" ["loginTime"]=> string(10) "1547191444" ["loginIp"]=> string(14) "192.168.100.83" ["loginSessionId"]=> string(26) "8u8cuujmvfquuhnq9ulffutva1" ["approvalTime"]=> string(1) "0" ["approvalStatus"]=> string(9) "unapprove" ["newMessageNum"]=> string(1) "0" ["newNotificationNum"]=> string(1) "0" ["createdIp"]=> string(0) "" ["createdTime"]=> string(10) "1515719362" ["updatedTime"]=> string(10) "1547191444" ["inviteCode"]=> NULL ["orgId"]=> string(1) "1" ["orgCode"]=> string(2) "1." ["registeredWay"]=> string(0) "" ["distributorToken"]=> string(0) "" ["uuid"]=> string(40) "f297eb2a59ca1f98354f3b3e125f0905e9838c29" ["passwordInit"]=> string(1) "1" ["faceRegistered"]=> string(1) "0" ["registerVisitId"]=> string(0) "" ["wechatmember"]=> string(1) "0" ["member"]=> string(1) "2" ["virtual_coin"]=> string(1) "0" ["order_sn"]=> string(0) "" ["chances"]=> string(1) "2" ["remark"]=> string(0) "" ["mobileSessionId"]=> string(0) "" ["course_chance"]=> string(1) "0" ["login_limt"]=> string(1) "1" ["token"]=> NULL ["org_name"]=> string(0) "" ["penName"]=> string(0) "" } } } [19]=> array(81) { ["id"]=> string(5) "30645" ["courseSetId"]=> string(5) "30645" ["title"]=> NULL ["subtitle"]=> string(0) "" ["courseSetTitle"]=> string(29) "2.20 美国征信行业介绍" ["learnMode"]=> string(8) "freeMode" ["expiryMode"]=> string(4) "days" ["expiryDays"]=> string(3) "365" ["expiryStartDate"]=> NULL ["expiryEndDate"]=> NULL ["summary"]=> NULL ["goals"]=> array(0) { } ["audiences"]=> array(0) { } ["isDefault"]=> string(1) "1" ["maxStudentNum"]=> string(1) "0" ["status"]=> string(9) "published" ["seq"]=> string(1) "0" ["creator"]=> string(1) "3" ["isFree"]=> string(1) "1" ["price"]=> string(4) "0.00" ["vipLevelId"]=> string(1) "0" ["buyable"]=> string(1) "1" ["tryLookable"]=> string(1) "0" ["tryLookLength"]=> string(1) "0" ["watchLimit"]=> string(1) "0" ["services"]=> array(0) { } ["taskNum"]=> string(1) "0" ["compulsoryTaskNum"]=> string(1) "0" ["lessonNum"]=> string(1) "0" ["publishLessonNum"]=> string(1) "0" ["studentNum"]=> string(1) "0" ["teacherIds"]=> array(1) { [0]=> string(1) "1" } ["parentId"]=> string(5) "30605" ["createdTime"]=> string(10) "1718700282" ["updatedTime"]=> string(10) "1718940596" ["ratingNum"]=> string(1) "0" ["rating"]=> string(1) "0" ["noteNum"]=> string(1) "0" ["buyExpiryTime"]=> string(1) "0" ["threadNum"]=> string(1) "0" ["type"]=> string(5) "video" ["approval"]=> string(1) "0" ["income"]=> string(4) "0.00" ["originPrice"]=> string(4) "0.00" ["coinPrice"]=> string(4) "0.00" ["originCoinPrice"]=> string(4) "0.00" ["showStudentNumType"]=> string(6) "opened" ["giveCredit"]=> string(1) "0" ["about"]=> NULL ["locationId"]=> string(1) "0" ["address"]=> string(0) "" ["deadlineNotify"]=> string(4) "none" ["daysOfNotifyBeforeDeadline"]=> string(1) "0" ["useInClassroom"]=> string(0) "" ["singleBuy"]=> string(1) "1" ["freeStartTime"]=> string(1) "0" ["freeEndTime"]=> string(1) "0" ["locked"]=> string(1) "1" ["cover"]=> NULL ["enableFinish"]=> string(1) "1" ["materialNum"]=> string(1) "0" ["maxRate"]=> string(3) "100" ["serializeMode"]=> string(4) "none" ["showServices"]=> string(1) "0" ["recommended"]=> string(1) "0" ["recommendedSeq"]=> string(1) "0" ["recommendedTime"]=> string(1) "0" ["categoryId"]=> string(2) "91" ["hitNum"]=> string(1) "0" ["courseType"]=> string(7) "default" ["rewardPoint"]=> string(1) "0" ["taskRewardPoint"]=> string(1) "0" ["enableAudio"]=> string(1) "0" ["isHideUnpublish"]=> string(1) "0" ["expert_id"]=> NULL ["floorId"]=> string(2) "45" ["courseSet"]=> array(47) { ["id"]=> string(5) "30645" ["type"]=> string(5) "video" ["title"]=> string(29) "2.20 美国征信行业介绍" ["subtitle"]=> string(0) "" ["tags"]=> array(0) { } ["categoryId"]=> string(2) "91" ["cate_child"]=> string(1) "0" ["cate_grand"]=> string(1) "0" ["summary"]=> NULL ["goals"]=> array(0) { } ["audiences"]=> array(0) { } ["isVip"]=> string(1) "0" ["cover"]=> array(0) { } ["status"]=> string(9) "published" ["creator"]=> string(1) "3" ["createdTime"]=> string(10) "1718700282" ["updatedTime"]=> string(10) "1718940596" ["serializeMode"]=> string(4) "none" ["ratingNum"]=> string(1) "0" ["rating"]=> string(1) "0" ["noteNum"]=> string(1) "0" ["studentNum"]=> string(1) "0" ["hotSeq"]=> string(1) "0" ["recommended"]=> string(1) "0" ["recommendedSeq"]=> string(1) "0" ["recommendedTime"]=> string(1) "0" ["orgId"]=> string(1) "1" ["orgCode"]=> string(2) "1." ["discountId"]=> string(1) "0" ["discount"]=> string(5) "10.00" ["hitNum"]=> string(1) "0" ["maxRate"]=> string(3) "100" ["materialNum"]=> string(1) "0" ["parentId"]=> string(5) "30605" ["locked"]=> string(1) "1" ["minCoursePrice"]=> string(4) "0.00" ["maxCoursePrice"]=> string(4) "0.00" ["teacherIds"]=> array(1) { [0]=> string(1) "1" } ["defaultCourseId"]=> string(5) "30645" ["sourceUrl"]=> string(32) "00877234295371efbfcc6632b68f0102" ["body"]=> NULL ["weight"]=> string(1) "0" ["expert_id"]=> NULL ["classroomId"]=> string(3) "154" ["length"]=> string(0) "" ["startTime"]=> string(10) "1718700282" ["floorId"]=> string(1) "0" } ["courseNum"]=> string(1) "1" ["parentCourseSetId"]=> string(5) "30605" ["classroom_course_id"]=> string(5) "23133" ["teachers"]=> array(1) { [1]=> array(59) { ["id"]=> string(1) "1" ["email"]=> string(7) "a@a.com" ["verifiedMobile"]=> string(0) "" ["password"]=> string(44) "+KmlZnnk5j4oRUnd+GG1lh/FD3hx61r6PY5hFdPX+CA=" ["salt"]=> string(31) "jomp3q2xk2ok8ckw4ooc44wks8s4skk" ["payPassword"]=> string(0) "" ["payPasswordSalt"]=> string(0) "" ["locale"]=> NULL ["uri"]=> string(0) "" ["nickname"]=> string(12) "默认教师" ["title"]=> string(12) "默认教师" ["tags"]=> string(0) "" ["type"]=> string(7) "default" ["point"]=> string(1) "0" ["coin"]=> string(1) "0" ["smallAvatar"]=> string(50) "public://default/2018/01-15/1721393063f7976683.png" ["mediumAvatar"]=> string(50) "public://default/2018/01-15/172139305883627899.png" ["largeAvatar"]=> string(50) "public://default/2018/01-15/172139304cd4041642.png" ["emailVerified"]=> string(1) "0" ["setup"]=> string(1) "1" ["roles"]=> array(3) { [0]=> string(9) "ROLE_USER" [1]=> string(12) "ROLE_TEACHER" [2]=> string(17) "ROLE_ORGANISATION" } ["promoted"]=> string(1) "1" ["promotedSeq"]=> string(1) "1" ["promotedTime"]=> string(10) "1516009061" ["locked"]=> string(1) "0" ["lockDeadline"]=> string(1) "0" ["consecutivePasswordErrorTimes"]=> string(1) "0" ["lastPasswordFailTime"]=> string(1) "0" ["loginTime"]=> string(10) "1547191444" ["loginIp"]=> string(14) "192.168.100.83" ["loginSessionId"]=> string(26) "8u8cuujmvfquuhnq9ulffutva1" ["approvalTime"]=> string(1) "0" ["approvalStatus"]=> string(9) "unapprove" ["newMessageNum"]=> string(1) "0" ["newNotificationNum"]=> string(1) "0" ["createdIp"]=> string(0) "" ["createdTime"]=> string(10) "1515719362" ["updatedTime"]=> string(10) "1547191444" ["inviteCode"]=> NULL ["orgId"]=> string(1) "1" ["orgCode"]=> string(2) "1." ["registeredWay"]=> string(0) "" ["distributorToken"]=> string(0) "" ["uuid"]=> string(40) "f297eb2a59ca1f98354f3b3e125f0905e9838c29" ["passwordInit"]=> string(1) "1" ["faceRegistered"]=> string(1) "0" ["registerVisitId"]=> string(0) "" ["wechatmember"]=> string(1) "0" ["member"]=> string(1) "2" ["virtual_coin"]=> string(1) "0" ["order_sn"]=> string(0) "" ["chances"]=> string(1) "2" ["remark"]=> string(0) "" ["mobileSessionId"]=> string(0) "" ["course_chance"]=> string(1) "0" ["login_limt"]=> string(1) "1" ["token"]=> NULL ["org_name"]=> string(0) "" ["penName"]=> string(0) "" } } } } } }
大数据量化模型及其在商业银行的应用 - 天弈方圆 | 基于风险的金融教育与交流
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大数据量化模型及其在商业银行的应用 扫二维码继续学习 二维码时效为半小时

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第一章 量化模型和数据挖掘介绍
  • 试看1.1 课程概述
  • 试看1.2 量化模型的优越性,以及模型开发和应用的基本步骤
  • 试看1.3 量化模型在客户管理生命周期的应用
  • 试看1.5 多变量因子的建模过程
  • 试看1.6 样本的抽样、分组、整理以及变量的选择
  • 试看1.8 逻辑回归模型、最大似然估计(MLE)、变量选择方法、缺失值处理
  • 试看1.9 多重共线性的问题识别及处理
  • 试看1.10 Odd Ratio(优势率)的定义以及和自变量的关系
  • 试看1.11 增益表(Lift Table)、增益图(Lift Chart)和KS指标
  • 试看1.12 如何判断模型是否存在过度拟合?
  • 试看1.13 如何衡量模型运行的稳定?——PSI指数、Gini系数
  • 试看1.14 对逻辑回归的改进——证据权重(WOE)
  • 试看1.15 银行在风险量化模型中用到了哪些数据?
  • 试看1.16 大数据时代下,关于数据来源的考量
  • 试看1.17 如何进一步提高模型准确性?——模型分组(以信用卡产品为例)
  • 试看1.18 决策树模型与神经网络模型
  • 试看1.19 进阶类模型与算法介绍一——聚类分析、社交网络模型、反欺诈模型
  • 试看1.20 进阶类模型与算法介绍二——随机森林、卷积神经网络、机器学习、联邦学习
第二章 现代商业银行大数据量化模型体系及实例
  • 试看2.1 商业银行业务的分类
  • 试看2.2 量化模型在商业银行应用的意义
  • 试看2.3 模型应用于审批准入,实现审批的自动化
  • 试看2.4 案例——模型应用于差异化定价
  • 试看2.5 案例——模型应用于审批额度的差异化策略
  • 试看2.6 案例——模型在信用卡产品的生命周期管理中的应用
  • 试看2.7 案例——模型应用于授信审批-富国银行10秒审批案例
  • 试看2.8 案例——模型应用于富国银行ATM风险模型的案例
  • 试看2.9 案例——平安银行新一贷产品运用模型自动筛选优质客户
  • 试看2.10 案例——某金融集团针对电商客户群通过模型提供小额货款服务
  • 试看2.11 案例——模型应用于早期风险预警策略
  • 试看2.12 案例——客户流失模型
  • 试看2.13 案例——SNA模型应用于对公客户
  • 试看2.14 案例——模型应用于反欺诈
  • 试看2.15 案例——互联网银行与互联网消费金融
  • 试看2.16 决策引擎
  • 试看2.17 大数据模型与普惠信贷流程
  • 试看2.18 大数据相关概念介绍——数据仓库、数据字典、数据集市、BIS数据展示平台
  • 试看2.19 国内征信行业介绍
  • 试看2.20 美国征信行业介绍