2020版北美精算師考試 SOA Exam SRM: Statistics for Risk Modeling 視頻教程 Coaching Actuaries（CA）網課

課程簡介

Exams You Should Pass First

Exams P and FM. You should take these introductory exams before attempting a more advanced exam like SRM. Exam SRM also assumes you have already mastered the materials in Exam P.

Highest-Weighted Concepts

Questions related to these concepts will appear the most on the exam.

1.Linear Models

2.Time Series Models

3.Decision Trees

4.Cluster Analysis

Clear, Concise Explanations

Learn the exam material with hours of in-depth videos with Coach Dave.

Step-By-Step Instruction

Each of our video lessons focuses on making one piece of the exam material easy to understand and refer back to later.

Engaging Visuals

Stay focused with visuals that animate the concepts throughout each lesson.

Fully Featured Video Player

Learn at your own pace by adjusting the lesson speed. Watch our high-definition videos in full screen or in its own browser.

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北美精算師考試資料（版本號）詳細說明：

1、SOA Exam P 1st

ASM Study Manual for Exam P, 1st edition 大小：59M 頁數：530頁

2、SOA Exam FM 12版

ASM Study Manual for Exam FM/Exam 2 Financial Mathematics & Financial Economics 12th Edition 大小：50M 頁數：638頁

3、SOA Exam MFE 10版

ASM Study Manual for SOA Exam MFE/Exam 3F Financial Economics 10th Edition 大小：62M 頁數：746頁

4、SOA Exam MLC 15-3版

ASM Study Manual for SOA Exam MLC Life Contingencies Fifteenth Edition Second Printing 大小：205M 頁數：1927頁

5、SOA Exam C 18版

ASM Study Manual for SOA Exam C/Exam 4 Comstruction and Evaluation of Actuarial Models 18th Edition 大小：152M 頁數：1646頁

★★★ GUO和Actex系列教材可以登陸精算師論壇免費下載：http://www.lwwhy.com/forum-37-1.html

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其他科目購買地址：

ASM for Exam P 1st Edition PDF 版：http://www.js8982.com/lesson/42

ASM for Exam FM 12th Edition PDF 版：http://www.js8982.com/lesson/40

ASM for Exam MFE 10th Edition PDF 版：http://www.js8982.com/lesson/41

ASM for Exam MLC 15-3th Edition PDF 版：http://www.js8982.com/lesson/44

ASM for Exam C 18th Edition PDF 版：http://www.js8982.com/lesson/43

全套PDF優惠裝：http://www.js8982.com/lesson/31

2018改革后新版：

ASM for Exam P 2nd Edition

電子版：http://www.js8982.com/lesson/53

紙質版：http://www.js8982.com/lesson/50

ACTEX for Exam P 2018 Edition

電子版：http://www.js8982.com/lesson/54

紙質版：http://www.js8982.com/lesson/51

ACTEX for Exam FM 2018 Edition

電子版：http://www.js8982.com/lesson/55

紙質版：http://www.js8982.com/lesson/52

ASM for Exam IFM 1st Edition

電子版：http://www.js8982.com/lesson/57

紙質版：http://www.js8982.com/lesson/58

ASM for Exam LTAM 1st 2nd Edition

電子版：http://www.js8982.com/lesson/61

紙質版：http://www.js8982.com/lesson/62

ASM for Exam STAM 1st Edition

電子版：http://www.js8982.com/lesson/64

紙質版：http://www.js8982.com/lesson/65

課程目錄

SOA Exam SRM 1-Statistical Learning: SOA SRM 視頻教程 1.1.0 Overview and Commuting Chris Scenario
0:02:19 [免費試看]; SOA SRM 視頻教程 1.1.1 Data Terminology and Notation
0:08:45 [免費試看]; SOA SRM 視頻教程 1.1.2.1 Contrasting Statistical Learning Elements Part 1
0:07:27 [免費試看]; SOA SRM 視頻教程 1.1.2.2 Contrasting Statistical Learning Elements Part 2
0:06:14 [免費試看]; SOA SRM 視頻教程 1.1.2.3 Contrasting Statistical Learning Elements Examples
0:02:48 [免費試看]; SOA SRM 視頻教程 1.1.3.1 Accuracy with Regression Problems Mean Squared Error
0:08:14 [免費試看]; SOA SRM 視頻教程 1.1.3.2 Accuracy with Regression Problems Bias-Variance
0:06:36 [免費試看]; SOA SRM 視頻教程 1.1.3.3 Accuracy with Regression Problems Examples
0:03:23 [免費試看]; SOA SRM 視頻教程 1.1.4.1 Accuracy with Classification Problems Error Rate
0:07:54 [免費試看]; SOA SRM 視頻教程 1.1.4.2 Accuracy with Classification Problems k-Nearest Neighbors
0:05:55 [免費試看]; SOA SRM 視頻教程 1.2.1 Numerical Summaries
0:08:53; SOA SRM 視頻教程 1.2.2 Scatterplots
0:06:12; SOA SRM 視頻教程 1.2.3 Box Plots
0:04:23; SOA SRM 視頻教程 1.2.4 qq Plots
0:06:05
SOA Exam SRM 2-Linear Models: SOA SRM 視頻教程 2.1.1 Main Idea and Assumptions
0:06:40; SOA SRM 視頻教程 2.1.2.1 Parameter Estimates MSE
0:03:34; SOA SRM 視頻教程 2.1.2.2 Parameter Estimates b_0 and b_1
0:07:16; SOA SRM 視頻教程 2.1.2.3 Parameter Estimates b_0 and b_1, Examples
0:07:18; SOA SRM 視頻教程 2.1.3 Matrix Notation
0:07:03; SOA SRM 視頻教程 2.1.4.1 Other Numerical Results
0:10:42; SOA SRM 視頻教程 2.1.4.2 Other Numerical Results Examples
0:05:47; SOA SRM 視頻教程 2.2.1 Estimators
0:06:19; SOA SRM 視頻教程 2.2.2.1 One-Tailed t Tests
0:07:06; SOA SRM 視頻教程 2.2.2.2 Two-Tailed t Tests
0:09:49; SOA SRM 視頻教程 2.2.2.3 Two-Tailed t Tests Examples
0:05:57; SOA SRM 視頻教程 2.2.3.1 Confidence Intervals
0:09:55; SOA SRM 視頻教程 2.2.3.2 Prediction Intervals
0:07:38; SOA SRM 視頻教程 2.3.1 Main Idea and Assumptions
0:04:13; SOA SRM 視頻教程 2.3.2.1 Matrix Notation
0:05:36; SOA SRM 視頻教程 2.3.2.2 Parameter Estimates MSE
0:02:12; SOA SRM 視頻教程 2.3.2.3 Parameter Estimates b_j
0:08:34; SOA SRM 視頻教程 2.3.3.1 Other Numerical Results
0:06:54; SOA SRM 視頻教程 2.3.3.2 Other Numerical Results Examples
0:06:58; SOA SRM 視頻教程 2.3.4.1 Special Variables Types Interactions
0:03:26; SOA SRM 視頻教程 2.3.4.2 Special Variables Types Dummy Variables
0:06:43; SOA SRM 視頻教程 2.3.4.3 Special Variables Types Higher-Order Variables
0:04:48; SOA SRM 視頻教程 2.3.4.4 Special Variables Types Examples
0:08:29; SOA SRM 視頻教程 2.4.1 Estimators
0:06:06; SOA SRM 視頻教程 2.4.2.1 t Tests
0:11:11; SOA SRM 視頻教程 2.4.2.2 t Tests Examples
0:08:22; SOA SRM 視頻教程 2.4.3.1 F Tests ANOVA, F Test
0:08:36; SOA SRM 視頻教程 2.4.3.2 F Tests F Test Example
0:03:41; SOA SRM 視頻教程 2.4.3.3 F Tests Partial F Test
0:09:11; SOA SRM 視頻教程 2.4.3.4 F Tests Partial F Test Example
0:03:31; SOA SRM 視頻教程 2.4.4 Confidence Intervals
0:10:24; SOA SRM 視頻教程 2.5.1.1 Violations and Issues Part 1
0:05:37; SOA SRM 視頻教程 2.5.1.2 Violations and Issues Part 2
0:06:47; SOA SRM 視頻教程 2.5.1.3 Violations and Issues Example
0:02:10; SOA SRM 視頻教程 2.5.2.1 Cooks Distance
0:01:39; SOA SRM 視頻教程 2.5.2.2 Leverage and Residuals Part 1
0:03:37; SOA SRM 視頻教程 2.5.2.3 Leverage and Residuals Part 2
0:06:20; SOA SRM 視頻教程 2.5.2.4 Leverage and Residuals Example
0:01:33; SOA SRM 視頻教程 2.5.3.1 Plots of Residuals
0:09:03; SOA SRM 視頻教程 2.5.3.2 Plots of Residuals Commuting Chris
0:02:22; SOA SRM 視頻教程 2.5.4 Variance Inflation Factors
0:06:15; SOA SRM 視頻教程 2.5.5.1 Potential Solutions
0:08:09; SOA SRM 視頻教程 2.5.5.2 Potential Solutions Examples
0:04:22; SOA SRM 視頻教程 2.6.1.1 Subset Selection Forward & Backward
0:08:46; SOA SRM 視頻教程 2.6.1.2 Subset Selection Commuting Chris
0:03:47; SOA SRM 視頻教程 2.6.1.3 Subset Selection Best Subset
0:05:59; SOA SRM 視頻教程 2.6.1.4 Subset Selection Hybrids
0:04:06; SOA SRM 視頻教程 2.6.1.5 Subset Selection Examples
0:06:30; SOA SRM 視頻教程 2.6.2.1 Selection Criteria
0:06:04; SOA SRM 視頻教程 2.6.2.2 Selection Criteria Example
0:04:55; SOA SRM 視頻教程 2.6.3.1 Cross-Validation Validation Set
0:08:12; SOA SRM 視頻教程 2.6.3.2 Cross-Validation LOOCV
0:04:51; SOA SRM 視頻教程 2.6.3.3 Cross-Validation k-Fold
0:08:29; SOA SRM 視頻教程 2.6.3.4 Cross-Validation Example
0:02:46; SOA SRM 視頻教程 2.7.1 Standardizing Variables
0:06:16; SOA SRM 視頻教程 2.7.2.1 Ridge Regression Commuting Chris
0:04:36; SOA SRM 視頻教程 2.7.2.2 Ridge Regression
0:06:32; SOA SRM 視頻教程 2.7.2.3 Ridge Regression Examples
0:05:45; SOA SRM 視頻教程 2.7.3.1 Lasso Regression
0:03:18; SOA SRM 視頻教程 2.7.3.2 Lasso Regression Commuting Chris
0:02:51; SOA SRM 視頻教程 2.7.3.3 Lasso Regression Example
0:02:30; SOA SRM 視頻教程 2.7.4 Weighted Least Squares
0:03:34; SOA SRM 視頻教程 2.7.5 Partial Least Squares
0:08:54; SOA SRM 視頻教程 2.7.6 KNN Regression
0:05:02
SOA Exam SRM 3-Non-Linear Models: SOA SRM 視頻教程 3.1.1 Linear Exponential Family
0:04:23; SOA SRM 視頻教程 3.1.2.1 Model Framework Part 1
0:08:53; SOA SRM 視頻教程 3.1.2.2 Model Framework Part 2
0:04:20; SOA SRM 視頻教程 3.1.3 Parameter Estimation
0:05:09; SOA SRM 視頻教程 3.1.4.1 Numerical Results Part 1
0:07:53; SOA SRM 視頻教程 3.1.4.2 Numerical Results Part 2
0:05:20; SOA SRM 視頻教程 3.1.5.1 Inference Goodness-of-Fit Tests
0:04:30; SOA SRM 視頻教程 3.1.5.2 Inference Likelihood Ratio Tests
0:03:25; SOA SRM 視頻教程 3.1.5.3 Inference Maximum Likelihood Estimators
0:04:59; SOA SRM 視頻教程 3.1.5.4 Inference Examples
0:07:10; SOA SRM 視頻教程 3.1.6 Tweedie Distribution
0:07:55; SOA SRM 視頻教程 3.2.1.1 Binary Response Introduction
0:02:34; SOA SRM 視頻教程 3.2.1.2 Binary Response Drawback of Linear Models
0:02:36; SOA SRM 視頻教程 3.2.1.3 Binary Response Link Functions
0:04:08; SOA SRM 視頻教程 3.2.1.4 Binary Response Logistic Regression
0:05:08; SOA SRM 視頻教程 3.2.1.5 Binary Response Odds and Log Odds
0:02:55; SOA SRM 視頻教程 3.2.1.6 Binary Response Probit & Comp. Log-Log Regressions
0:01:51; SOA SRM 視頻教程 3.2.1.7 Binary Response Examples
0:04:43; SOA SRM 視頻教程 3.2.2.1 Nominal Response Commuting Chris
0:02:04; SOA SRM 視頻教程 3.2.2.2 Nominal Response
0:05:00; SOA SRM 視頻教程 3.2.2.3 Nominal Response Example
0:03:51; SOA SRM 視頻教程 3.2.3.1 Ordinal Response
0:06:17; SOA SRM 視頻教程 3.2.3.2 Ordinal Response Example
0:03:17; SOA SRM 視頻教程 3.3.1.1 Poisson Regression
0:08:55; SOA SRM 視頻教程 3.3.1.2 Poisson Regression Examples
0:07:43; SOA SRM 視頻教程 3.3.2.1 Poisson Regression with Exposures
0:05:26; SOA SRM 視頻教程 3.3.2.2 Poisson Regression with Exposures Example
0:03:22; SOA SRM 視頻教程 3.3.3.1 Alternative Count Models
0:09:52; SOA SRM 視頻教程 3.3.3.2 Alternative Count Models Example
0:01:43
SOA Exam SRM 4-Time Series: SOA SRM 視頻教程 4.1.1 Introduction
0:06:20; SOA SRM 視頻教程 4.1.2.1 Stationarity
0:04:00; SOA SRM 視頻教程 4.1.2.2 Identifying Stationarity
0:06:09; SOA SRM 視頻教程 4.1.3 White Noise
0:07:00; SOA SRM 視頻教程 4.1.4.1 Random Walk
0:08:35; SOA SRM 視頻教程 4.1.4.2 Identifying Random Walks
0:02:44; SOA SRM 視頻教程 4.1.5.1 Model Comparison
0:04:20; SOA SRM 視頻教程 4.1.5.2 Model Comparison Daily Stock Price, Example
0:04:32; SOA SRM 視頻教程 4.2.1.1 Autocorrelation
0:04:06; SOA SRM 視頻教程 4.2.1.2 Autocorrelation Hypothesis Testing
0:04:23; SOA SRM 視頻教程 4.2.2.1 Autoregression Main Idea and Assumptions
0:04:46; SOA SRM 視頻教程 4.2.2.2 Identifying Autoregression
0:04:18; SOA SRM 視頻教程 4.2.3.1 Parameter Estimates b_0, b_1
0:04:25; SOA SRM 視頻教程 4.2.3.2 Parameter Estimates s^2
0:03:31; SOA SRM 視頻教程 4.2.4.1 Smoothing and Forecasting
0:04:39; SOA SRM 視頻教程 4.2.4.2 Smoothing and Forecasting Examples
0:04:55; SOA SRM 視頻教程 4.3.1 Smoothing with Moving Averages
0:05:02; SOA SRM 視頻教程 4.3.2.1 Exponential Smoothing
0:05:25; SOA SRM 視頻教程 4.3.2.2 Exponential Smoothing Estimate
0:05:51; SOA SRM 視頻教程 4.3.2.3 Exponential Smoothing Forecasting
0:05:38; SOA SRM 視頻教程 4.3.3.1 Seasonal Time Series Models AR Models
0:02:58; SOA SRM 視頻教程 4.3.3.2 Seasonal Time Series Models Exponential Smoothing
0:05:28; SOA SRM 視頻教程 4.3.3.3 Seasonal Time Series Models Fixed Seasonal Effects
0:09:04; SOA SRM 視頻教程 4.3.4 Unit Root Test
0:06:03; SOA SRM 視頻教程 4.3.5 Volatility Models
0:05:53
SOA Exam SRM 5-Decision Trees: SOA SRM 視頻教程 5.1.1.1 Introduction to Trees
0:07:06; SOA SRM 視頻教程 5.1.1.2 Introduction to Trees Example
0:02:12; SOA SRM 視頻教程 5.1.2.1 Tree Construction General
0:06:53; SOA SRM 視頻教程 5.1.2.2 Tree Construction Commuting Chris
0:07:58; SOA SRM 視頻教程 5.1.2.3 Tree Construction Examples
0:05:50; SOA SRM 視頻教程 5.1.3.1 Tree Pruning Cost Complexity Pruning
0:05:46; SOA SRM 視頻教程 5.1.3.2 Tree Pruning Commuting Chris
0:04:14; SOA SRM 視頻教程 5.1.3.3 Tree Pruning Examples
0:06:47; SOA SRM 視頻教程 5.1.4 Cross-Validation in Trees
0:02:37; SOA SRM 視頻教程 5.2.1.1 Impurity Measure General
0:06:00; SOA SRM 視頻教程 5.2.1.2 Impurity Measure Commuting Chris
0:08:17; SOA SRM 視頻教程 5.2.2.1 Node Purity
0:05:13; SOA SRM 視頻教程 5.2.2.2 Node Purity Examples
0:04:50; SOA SRM 視頻教程 5.2.3.1 Classification Tree on Commuting Chris Part 1
0:08:08; SOA SRM 視頻教程 5.2.3.2 Classification Tree on Commuting Chris Part 2
0:09:18; SOA SRM 視頻教程 5.2.4 More on Decision Trees
0:03:24; SOA SRM 視頻教程 5.3.1.1 Bagging General
0:07:07; SOA SRM 視頻教程 5.3.1.2 Bagging Introduction (Bootstrapping)
0:04:28; SOA SRM 視頻教程 5.3.1.3 Bagging OOB Error, Variable Importance Measures
0:06:24; SOA SRM 視頻教程 5.3.1.4 Bagging Examples
0:05:34; SOA SRM 視頻教程 5.3.2 Random Forests
0:04:02; SOA SRM 視頻教程 5.3.3.1 Boosting Part 1
0:10:12; SOA SRM 視頻教程 5.3.3.2 Boosting Part 2
0:04:53
SOA Exam SRM 6-Unsupervised Learning: SOA SRM 視頻教程 6.1.0 Overview of PCA
0:03:37; SOA SRM 視頻教程 6.1.1 Principal Components
0:09:06; SOA SRM 視頻教程 6.1.2 PCA on Two Features Example
0:10:45; SOA SRM 視頻教程 6.1.2 PCA on Two Features
0:05:16; SOA SRM 視頻教程 6.1.3 PCA on Four Features
0:04:04; SOA SRM 視頻教程 6.1.4.1 More on PCA Other Topics
0:06:56; SOA SRM 視頻教程 6.1.4.2 More on PCA Proportion of Variance Explained
0:07:34; SOA SRM 視頻教程 6.1.5 Principal Components Regression
0:12:17; SOA SRM 視頻教程 6.2.1 k-Means Clustering
0:11:15; SOA SRM 視頻教程 6.2.2 k-Means Clustering on Two Features
0:08:46; SOA SRM 視頻教程 6.2.3 Hierarchical Clustering
0:11:05; SOA SRM 視頻教程 6.2.4.1 More on Hierarchical Clustering Part 1
0:05:24; SOA SRM 視頻教程 6.2.4.2 More on Hierarchical Clustering Part 2
0:10:38; SOA SRM 視頻教程 6.2.5 More on Clustering in General
0:02:10

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