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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) "31187" ["locked"]=> string(1) "1" ["minCoursePrice"]=> string(4) "0.00" ["maxCoursePrice"]=> string(4) "0.00" ["teacherIds"]=> array(1) { [0]=> string(1) "1" } ["defaultCourseId"]=> string(5) "31262" ["sourceUrl"]=> string(32) "006da8d731d171efa5705017f1e80102" ["body"]=> NULL ["weight"]=> string(1) "0" ["expert_id"]=> NULL ["classroomId"]=> string(3) "137" ["length"]=> string(0) "" ["startTime"]=> string(10) "1719205119" ["floorId"]=> string(1) "0" } ["courseNum"]=> string(1) "1" ["parentCourseSetId"]=> string(5) "31187" ["classroom_course_id"]=> string(5) "23480" ["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." 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["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) "" } } } [18]=> array(81) { ["id"]=> string(5) "31223" ["courseSetId"]=> string(5) "31223" ["title"]=> NULL ["subtitle"]=> string(0) "" ["courseSetTitle"]=> string(57) "8.4.6 模型的实施与监控——模型监控与建档" ["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) "31148" ["createdTime"]=> string(10) "1719205117" ["updatedTime"]=> string(10) "1719569124" ["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) "84" ["courseSet"]=> array(47) { ["id"]=> string(5) "31223" ["type"]=> string(5) "video" ["title"]=> string(57) "8.4.6 模型的实施与监控——模型监控与建档" ["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) "1719205117" ["updatedTime"]=> string(10) "1719205117" ["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) "31148" ["locked"]=> string(1) "1" ["minCoursePrice"]=> string(4) "0.00" ["maxCoursePrice"]=> string(4) "0.00" ["teacherIds"]=> array(1) { [0]=> string(1) "1" } ["defaultCourseId"]=> string(5) "31223" ["sourceUrl"]=> string(32) "30327a1d31d471efbff36723a78f0102" ["body"]=> NULL ["weight"]=> string(1) "0" ["expert_id"]=> NULL ["classroomId"]=> string(3) "137" ["length"]=> string(0) "" ["startTime"]=> string(10) "1719205117" ["floorId"]=> string(1) "0" } ["courseNum"]=> string(1) "1" ["parentCourseSetId"]=> string(5) "31148" ["classroom_course_id"]=> string(5) "23441" ["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) "" } } } } } }
“金融建模全流程基础技能训练”一级课程 - 天弈方圆 | 基于风险的金融教育与交流
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“金融建模全流程基础技能训练”一级课程 扫二维码继续学习 二维码时效为半小时

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第一章 数据科学之数据分析篇
  • 试看1.1 数据分析概述
  • 试看1.2 数据分析思维和方法
  • 试看1.3 数据挖掘分析
  • 试看1.4 数据分析在评分建模中的重要地位
第二章 数据清洗和处理
  • 试看2.1 数据清洗与处理概述
  • 试看2.2 对非结构化数据进行结构化
  • 试看2.3 数据缺失值填充-概述和原因
  • 试看2.4 数据缺失值填充-方法
  • 试看2.6 数据标准化与归一化-min-max标准化
  • 试看2.7 数据标准化与归一化-行归一化标准化
第三章 特征工程
  • 试看3.1 特征工程概述
  • 试看3.2 特征选择概述
  • 试看3.3 特征选择-过滤方法
  • 试看3.4 特征选择-封装方法和嵌入方法
  • 试看3.5 特征编码
  • 试看3.6 特征转换
  • 试看3.7 特征转换-主成分分析
  • 试看3.8 特征转换-线性判别分析
第四章 建立基本的模型框架和策略
  • 试看4.1 基本模型框架
  • 试看4.2 线性回归与多项式回归
  • 试看4.3 逻辑回归
  • 试看4.4 K近邻法
  • 试看4.5 支持向量机
  • 试看4.6 朴素贝叶斯
  • 试看4.7 决策树
  • 试看4.8 随机森林
  • 试看4.9 聚类分析
第五章 模型检验和模型验证
  • 试看1.支持模型验证的框架介绍
  • 试看5.2 管理机制与流程
  • 试看5.3 验证方法与内容(上)
  • 试看5.4 验证方法与内容(下)
  • 试看5.5 启示与借鉴
第六章 模型优化
  • 试看1.模型优化介绍
  • 试看6.2 超参调优——网格搜索
  • 试看6.3 超参调优——随机搜索
  • 试看6.4 超参调优——贝叶斯优化
  • 试看6.5 模型集成——Voting
  • 试看6.6 模型集成——Bagging
  • 试看6.7 模型集成——Boosting
  • 试看6.8 模型集成——Stacking
  • 试看6.9 模型优化小结
第七章 模型应用和解释
  • 试看7.1 模型的可解释性
  • 试看7.2 全局解释
  • 试看7.3 局部解释-LIME
  • 试看7.4 局部解释-SHAP
第八章 预测建模基本流程介绍
  • 试看8.1 流程基本介绍
  • 试看8.2.1 模型的设计——要点介绍
  • 试看8.2.2 模型的设计——目标变量的确定
  • 试看8.2.3 模型的设计——要点介绍(cont.)
  • 试看8.2.4 模型的设计——总体和样本的选择
  • 试看8.3.1 模型的搭建——建模过程
  • 试看8.3.2 模型的搭建——打分卡分析
  • 试看8.3.3 模型的搭建——变量初选
  • 试看8.3.4 模型的搭建——变量的分析和处理
  • 试看8.3.5 模型的搭建——字符变量处理方法简介
  • 试看8.3.6 模型的搭建——模型选择常用的性能指标
  • 试看8.3.7 模型的搭建——模型的边际监测
  • 试看8.3.8 模型的搭建——模型的搭建和选择
  • 试看8.4.1 模型的实施与监控——最终模型的确立
  • 试看8.4.2 模型的实施与监控——业务部门的核收
  • 试看8.4.3 模型的实施与监控——建模后分析
  • 试看8.4.4 模型的实施与监控——建模后业务决策分析
  • 试看8.4.5 模型的实施与监控——建模实施
  • 试看8.4.6 模型的实施与监控——模型监控与建档