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작은 변사기 형법(2024 대비)



도서명 : 작은 변사기 형법(2024 대비)
저자/출판사 : 이인규,정현석, 학연
쪽수 : 372쪽
출판일 : 2023-03-29
ISBN : 9791158248802
정가 : 23000

[사례 1]2014년 제3회 변호사시험(제2문)[1-1] 3
[사례 2]2021년 제10회 변호사시험(제2문)[1-2] 4
[사례 3]법전협 2016(2)모의(제2문)[2-1] 5
[사례 4]법전협 2018(2)모의(제1문) ; 법전협 2015(2)모의(제1문)[유제1] 7
[사례 5]법전협 2020(1)모의(제1문) [2-3] 8
[사례 6]법전협 2020(3)모의(제1문)[2-4] 10
[사례 7]2023년 제12회 변호사시험(제2문) [2-5] 12
[사례 8]2020년 제9회 변호사시험(제1문)[2-6] 14
[사례 9]법전협 2020(3)모의(제2문) [2-7] 17
[사례 10]2021년 제10회 변호사시험(제2문) [3-1] 19
[사례 11]법전협 2022(3)모의(제2문) [유제1] 20
[사례 12]법전협 2019(3)모의(제1문)[4-2] 21
[사례 13]2019년 제8회 변호사시험(제2문) [4-3] 23
[사례 14]법전협 2021(3)모의(제2문)[4-5] 25
[사례 15]2020년 제9회 변호사시험(제1문)[4-7] 27
[사례 16]법전협 2020(2)모의(제2문)[5-1] 28
[사례 17]2003년 제45회 사법시험(제1문)[5-2] 30
[사례 18]법전협 2020(1)모의(제2문)[6-2] 32
[사례 19]2023년 제12회 변호사시험(제1문)[6-3] 33
[사례 20]2018년 제7회 변호사시험(제1문)[6-4] 34
[사례 21]2012년 제54회 사법시험(제2문)[6-5] 36
[사례 22]2016년 제58회 사법시험(제1문)[7-2] 38
[사례 23]법전협 2021(2)모의(제1문)[7-4] 40
[사례 24]법전협 2015(3)모의(제1문)[8-2] 43
[사례 25]법전협 2017(1)모의(제1문)[9-1] 45
[사례 26]법전협 2022(1)모의(제1문)[9-3] 47
[사례 27]2023년 제12회 변호사시험(제2문)[유제] 50
[사례 28]2023년 제12회 변호사시험(제1문); 2014년 제3회 변호사시험(제2문)[유제1] 51
[사례 29]법전협 2017(3)모의(제2문)[10-2] 52
[사례 30]법전협 2022(2)모의(제1문)[10-3] 55
[사례 31]법전협 2018(2)모의(제2문)[10-4] 56
[사례 32]법전협 2022(3)모의(제1문)[11-1] 58
[사례 33]법전협 2018(3)모의(제2문)[11-2] 60
[사례 34]2016년 제58회 사법시험(제1문)[11-3] 62
[사례 35]2012년 제1회 변호사시험(제1문)[12-1] 63
[사례 36]법전협 2016(3)모의(제1문)[12-2] 65
[사례 37]법전협 2022(1)모의(제2문)[12-3] 67
[사례 38]법전협 2013(3)모의(제2문)[12-4] 68
[사례 39]법전협 2012(3)모의(제2문)[12-5] 71
[사례 40]법전협 2017(3)모의(제1문)[12-6] 73
[사례 41]법전협 2018(1)모의(제2문) [13-1] 74
[사례 42]법전협 2016(2)모의(제1문)[13-2] 78
[사례 43]법전협 2018(3)모의(제1문)[14-1] 80
[사례 44]법전협 2011(1)모의(제1문)[14-2] 81
[사례 45]법전협 2020(3)모의(제1문) [14-3] 82
[사례 46]법전협 2016(1)모의(제1문)[14-4] 84
[사례 47]2015년 제57회 사법시험(제2문의3)[14-5] 86
[사례 48]2016년 제58회 사법시험(제1문)[15-1] 88
[사례 49]2012년 제1회 변호사시험(제1문)[16-1] 89
[사례 50]2015년 제57회 사법시험(제1문)[유제1] 90
[사례 51]법전협 2014(1)모의 (제1문)[16-2] 92
[사례 52]법전협 2022(2)모의(제2문)[16-3] 94
[사례 53]법전협 2018(3)모의(제1문)[16-4] 95
[사례 54]법전협 2018(3)모의(제1문)[16-5] 97
[사례 55]법전협 2015(3)모의(제2문)[17-1] 99
[사례 56]법전협 2022(1)모의(제2문)[17-2] 100
[사례 57]법전협 2013(2)모의(제1문)[17-3] 102
[사례 58]법전협 2012(2)모의(제1문)[17-5] 104
[사례 59]법전협 2012(3)모의(제1문)[18-1] 107
[사례 60]법전협 2020(3)모의(제2문)[18-2] 109
[사례 61]법전협 2022(3)모의(제2문)[18-3] 110
[사례 62]2015년 제57회 사법시험(제2문의2)[19-1] 112
[사례 63]2016년 제58회 사법시험(제2문의2)[19-2] 113
[사례 64]2017년 제59회 사법시험(제2문의 2)[19-3] 114
[사례 65]법전협 2020(3)모의(제2문)[20-1] 116
[사례 66]법전협 2013(2)모의(제1문)[20-2] 117
[사례 67]2021년 제10회 변호사시험(제1문)[20-3] 118
[사례 68]법전협 2016(1)모의(제2문) [20-4] 119
[사례 69]법전협 2014(2)모의(제2문)[20-5] 121
[사례 70]2017년 제6회 변호사시험(제1문)[20-6] 122
[사례 71]법전협 2015(2)모의(제1문)[21-1] 123
[사례 72]법전협 2014(1)모의(제2문)[21-2] 124
[사례 73]법전협 2015(1)모의(제2문)[22-1] 125
[사례 74]법전협 2019(3)모의(제2문)[22-2] 127
[사례 75]법무사 2021(문 1.)[22-3] 129
[사례 76]2023년 제12회 변호사시험(제1문)[23-2] 131
[사례 77]2016년 제5회 변호사시험(제2문)[23-3] 132
[사례 78]법전협 2020(2)모의(제1문)[23-4] 134
[사례 79]법전협 2015(1)모의(제2문)[23-5] 136
[사례 80]2018년 제7회 변호사시험(제2문)[24-1] 138
[사례 81]법전협 2017(1)모의(제2문)[24-2] 139
[사례 82]법무부 2011모의(제2문)[25-1] 142
[사례 83]법전협 2016(3)모의(제2문)[26-1] 144
[사례 84]법전협 2018(3)모의(제2문)[26-2] 145
[사례 85]법전협 2016(3)모의(제2문)[26-3] 147
[사례 86]법전협 2014(3)모의(제1문)[26-4] 149
[사례 87]법전협 2021(1)모의(제2문)[26-5] 150
[사례 88]법전협 2022(2)모의(제1문)[25-6] 152
[사례 89]법전협 2021(2)모의(제2문)[26-7] 153
[사례 90]법전협 2012(3)모의(제1문)[26-8] 155
[사례 91]2019년 제8회 변호사시험(제1문)[26-9] 157
[사례 92]2013년 제2회 변호사시험(제1문); 유제 법전협 2015(1)모의(제1문)[26-10] 160
[사례 93]2017년 제59회 사법시험(제1문); 유사문제 법전협 2014(3)모의(제2문)[27-1] 162
[사례 94]법전협 2021(3)모의(제1문)[27-2] 164
[사례 95]법전협 2016(1)모의(제1문)[27-5] 166
[사례 96]2022년 제11회 변호사시험(제1문)[27-6] 168
[사례 97]2017년 제6회 변호사시험(제2문)[27-7] 171
[사례 98]법전협 2021(1)모의(제1문); 유제 법전협 2015(2)모의(제1문)[27-8] 174
[사례 99]법전협 2018(1)모의(제1문) [27-10] 177
[사례 100]법전협 2013(2)모의(제1문)[27-11] 180
[사례 101]2015년 제4회 변호사시험(제1문)[28-1] 182
[사례 102]법전협 2022(3)모의(제1문)[28-2] 183
[사례 103]법전협 2020(1)모의(제2문)[28-3] 186
[사례 104]2019년 제8회 변호사시험[제2문][28-4] 188
[사례 105]법전협 2018(2)모의(제2문)[28-5] 189
[사례 106]법전협 2015(2)모의(제2문)[28-6] 190
[사례107]법전협 2021(2)모의(제2문)[28-7] 192
[사례 108]법전협 2017(2)모의(제2문)[28-8] 194
[사례 109]법전협 2020(2)모의(제2문)[28-9] 196
[사례 110]법전협 2012(3)모의(제2문)[28-10] 198
[사례 111]법전협 2015(3)모의(제2문)[28-11] 199
[사례 112]법전협 2019(3)모의(제1문)[28-13] 201
[사례 113]2018년 제7회 변호사시험(제1문)[28-14] 203
[사례 114]법전협 2022(2)모의(제2문)[28-15] 204
[사례 115]2015년 제4회 변호사시험(제2문)[28-16] 206
[사례 116]법전협 2015(3)모의(제1문)[28-17] 208
[사례 117]2020년 제9회 변호사시험(제2문)[29-1] 210
[사례 118]법전협 2020(1)모의(제1문)[29-2] 211
[사례 119]법전협 2016(3)모의(제1문)[29-3] 213
[사례 120]법전협 2019(3)모의(제2문)[29-4] 214
[사례 121]법전협 2014(2)모의(제1문)[29-5] 216
[사례 122]법전협 2020(3)모의(제1문)[30-1] 217
[사례 123]2012년 제54회 사법시험(제2문)[30-2] 218
[사례 124]2020년 제9회 변호사시험(제2문)[30-3] 220
[사례 125]법전협 2022(2)모의(제1문)[유제] 222
[사례 126]법전협 2020(1)모의(제2문)[30-5] 224
[사례 127]법전협 2018(2)모의(제1문)[30-6] 225
[사례 128]2021년 제10회 변호사시험(제2문)[30-7] 227
[사례 129]법전협 2016(3)모의(제1문)[유제] 228
[사례 130]법전협 2021(3)모의(제1문)[30-8] 230
[사례 131]2018년 제7회 변호사시험(제2문)[30-9] 231
[사례 132]법전협 2014(3)모의(제1문)[30-10] 233
[사례 133]법전협 2014(3)모의(제2문)[30-11] 234
[사례 134]2018년 제7회 변호사시험(제2문)[31-1] 235
[사례 135]2015년 제4회 변호사시험(제1문)[31-2] 237
[사례 136]법전협 2014(1)모의(제1문)[31-3] 239
[사례 137]법전협 2013(2)모의(제2문)[31-4] 241
[사례 138]2017년 제6회 변호사시험(제1문)[31-5] 242
[사례 139]2020년 제9회 변호사시험(제2문)[31-6] 244
[사례 140]법전협 2017(2)모의(제1문)[31-7] 245
[사례 141]2023년 제12회 변호사시험(제1문)[31-8] 247
[사례 142]법전협 2012(2)모의(제2문)[31-9] 248
[사례 143]2011년 제53회 사법시험(제2문) [32-1] 252
[사례 144]2017년 제6회 변호사시험(제1문)[32-2] 253
[사례 145]2017년 제6회 변호사시험(제1문)[32-3] 255
[사례 146]법전협 2022(1)모의(제2문)[32-4] 256
[사례 147]법전협 2020(2)모의(제1문)[32-5] 258
[사례 148]법전협 2018(2)모의(제2문)[33-1] 259
[사례 149]제2015년 제4회 변호사시험(제2문)[33-2] 261
[사례 150]2018년 제7회 변호사시험(제1문)[33-2] 263
[사례 151]법전협 2013(1)모의(제1문)[33-4] 265
[사례 152]2022년 제11회 변호사시험(제2문)[33-5] 266
[사례 153]2023년 제12회 변호사시험(제2문)[33-6] 268
[사례 154]법전협 2021(1)모의(제2문)[33-7] 269
[사례 155]법전협 2022(2)모의(제1문)[33-8] 272
[사례 156]법전협 2019(2)모의(제1문)[33-9] 274
[사례 157]2005년 제47회 사법시험(제2문)[33-10] 276
[사례 158]법전협 2016(2)모의(제1문)[33-11] 278
[사례 159]법전협 2019(2)모의(제2문)[34-1] 279
[사례 160]2010년 제52회 사법시험(제2문)[34-2] 282
[사례 161]2014년 제3회 변호사시험(제1문) [34-3] 284
[사례 162]2011년 제53회 사법시험(제2문)[35-1] 286
[사례 163]2022년 제11회 변호사시험(제2문)[35-2] 288
[사례 164]2021년 제10회 변호사시험(제1문)[35-3] 290
[사례 165]법전협 2022(3)모의(제1문)[유제] 292
[사례 166]2016년 제58회 사법시험(제2문의1)[35-4] 293
[사례 167]법전협 2022(3)모의(제2문)[35-6] 296
[사례 168]법전협 2018(1)모의(제1문)[36-1] 298
[사례 169]법전협 2016(3)모의(제2문)[36-2] 299
[사례 170]법전협 2020(2)모의(제1문)[36-3] 301
[사례 171]2021년 제10회 변호사시험(제2문)[37-1] 303
[사례 172]법전협 2015(2)모의(제2문)[유제1] 305
[사례 173]법전협 2018(3)모의(제1문)[유제2] 306
[사례 174]2014년 제3회 변호사시험(제1문)[37-2] 307
[사례 175]법전협 2021(3)모의(제1문)[37-3] 308
[사례 176]법전협 2016(2)모의(제2문)[37-5] 309
[사례 177]2013년 제2회 변호사시험(제1문)[38-1] 311
[사례 178]2023년 제12회 변호사시험(제1문)[유제] 313
[사례 179]법전협 2014(2)모의(제2문)[38-2] 314
[사례 180]2008년 제50회 사법시험(제2문)[38-3] 315
[사례 181]법전협 2019(2)모의(제1문) [38-4] 317
[사례 182]법전협 2022(1)모의(제1문)[38-5] 319
[사례 183]법전협 2021(2)모의(제1문)[38-6] 321
[사례 184]법전협 2013(3)모의(제1문)[38-7] 323
[사례 185]2017년 제59회 사법시험(제1문) [38-8] 325
[사례 186]2012년 제1회 변호사시험(제2문)[39-1] 328
[사례 187]2014년 제56회 사법시험(제2문의2)[39-2] 330
[사례 188]법전협 2020(1)모의(제2문)[39-3] 331
[사례 189]법전협 2020(3)모의(제2문)[40-1] 332
[사례 190]법전협 2022(2)모의(제2문)[40-2] 334
[사례 191]법전협 2019(1)모의(제1문)[40-3] 336
[사례 192]2016년 제5회 변호사시험(제1문)[40-4] 338
[사례 193]법전협 2021(3)모의(제2문)[40-5] 340
[사례 194]법전협 2017(3)모의(제2문)[40-6] 342
[사례 195]법전협 2018(3)모의(제1문)[40-7] 344
[사례 196]법전협 2013(3)모의(제1문)[40-8] 345
[사례 197]법전협 2012(3)모의(제2문)[유제] 347
[사례 198]2021년 제10회 변호사시험(제1문)[41-1] 349
[사례 199]법전협 2019(1)모의(제2문)[41-2] 351
[사례 200]2013년 제55회 사법시험(제2문의1)[41-3] 354
[사례 201]2016년 제5회 변호사시험(제1문)[41-4] 356
[사례 202]법전협 2021(3)모의(제1문)[41-5] 358
[사례 203]법전협 2021(1)모의(제1문)[41-6] 359
[사례 204]2022년 제11회 변호사시험(제1문)[41-7] 360




머신러닝과 인과분석



도서명 : 머신러닝과 인과분석
저자/출판사 : 김양석,노미진,한무명초, 박영사
쪽수 : 239쪽
출판일 : 2023-08-30
ISBN : 9791130318189
정가 : 19000

Chapter 00 서장
저술 목적··················································· 10
운영시스템················································· 14
개발 환경··················································· 14

Chapter 01 가설 검정
서론·························································· 26
가설과 가설 검정·········································· 26
가설······················································· 26
가설 검정················································ 27
검증의 단계················································ 28
1단계: 귀무가설 및 대립가설 설명················· 28
2단계: 데이터 수집···································· 29
3단계: 통계 테스트 수행······························ 29
4단계: 귀무가설 기각 여부 결정···················· 30
5단계: 연구 결과 제시································ 30
검증 오류················································ 31
가설 검정 사례············································ 32
데이터 로드············································· 32
정규성 검증에 대한 가설 검정······················· 34
상관성 검증에 대한 가설 검정······················· 36
모수 통계 가설 검정··································· 39
비모수 통계 가설 검정································ 44
결론·························································· 48

Chapter 02 선형 회귀 모델링
서론·························································· 50
모델과 모델링············································· 50
데이터셋···················································· 51
단순 회귀 분석············································ 54
가설설정················································· 54
모델링···················································· 54
모델링 결과············································· 54
AIC······················································· 60
다중 회귀 분석············································ 82
모델링···················································· 88
모델링 결과············································· 88
회귀 모델 가정 검정··································· 92
결론·························································104
Chapter 03 이산 회귀 모델링
서론·························································106
모델링 기법···············································106
로짓(Logit) 모형····································107
프로빗 모형···········································107
로짓과 프로빗 모형의 차이점······················108
데이터 분석 사례·········································109
Step 1: 라이브러리 가져오기·····················109
Step 2: 데이터 로딩 및 이해······················109
Step 3: 가설 설정···································110
Step 4: 데이터 준비································110
Step 5: Logit 모델링·······························113
Step 6: Probit 모델링·····························116
결론·························································118

Chapter 04 인과 추론 분석
서론·························································120
인과 추론의 4 단계······································121
모델에서 목표 추정치 식별·························124
확인된 추정치를 기반으로 인과 추론·············125
획득한 추정치에 대한 반박·························126
DoWhy 인과 추론의 특징·····························128
명시적 식별 가능·····································128
식별과 추정의 분리··································128
자동화된 견고성 검사·······························128
확장성··················································129
인과 추론 분석 사례 - 호텔 예약 취소···············129
Step 1: 라이브러리 가져오기·····················130
Step 2: 데이터 로딩 및 데이터 이해·············130
Step 3: 데이터 준비································133
Step 4: DoWhy를 활용한 인과 관계 추정····142
결론·························································151

Chapter 05 인과 발견 분석
서론·························································154
패키지 설치···············································154
분석 방법 이해···········································155
Step 1: 라이브러리 가져오기·····················156
Step 2: 검증 데이터 생성··························156
Step 3: 인과 관계 발견····························158
Step 4: 오차 변수 간의 독립성 검증·············159
분류 문제의 인과 발견··································160
Step 1: 라이브러리 가져오기·····················160
Step 2: 커스텀 함수 만들기·······················161
Step 3: 데이터 로딩하기···························161
Step 4: 모델링 하기································162
Step 5: 변수 오차 간 독립성 검증···············165
Step 6: 예측 모델 생성과 예측 영향도 분석···166
수치 예측 문제의 인과 발견····························167
Step 1: 라이브러리 가져오기·····················167
Step 2: 커스텀 함수 만들기·······················168
Step 3: 데이터 로딩하기···························168
Step 4: 모델링 하기································170
Step 5: 변수 오차 간 독립성 검증··············· 172
Step 6: 예측 모델 생성과 예측 영향도 분석··· 172
Step 7: 최적 개입의 추정·························· 173
결론·························································174

Chapter 06 인과 영향 분석
서론·························································176
Causal Impact··········································177
모델의 동작 방식의 이해···························· 179
폭스바겐 인과 영향 분석 사례·························188
Step 1: 라이브러리 로딩··························· 188
Step 2: 데이터 로딩 및 데이터 이해············· 189
Step 3: 기본 모델 분석···························· 191
Step 4: 시계열 성분 분해·························· 195
Step 5: 사용자 정의 모델·························· 197
결론·························································202

Chapter 07 반대사실 분석
서론·························································206
소득 분류 반대사실 분석·······························207
Step 1: 라이브러리 가져오기····················· 207
Step 2: 데이터셋 로딩 및 이해··················· 207
Step 3: DiCE로 카운터 팩트 생성··············· 209
Step 4: 카운터 팩츄얼 사례 기반 속성 중요도··· 216
주택 가격 예측 반대사실 분석 사례··················219
Step 1: 라이브러리 로딩···························219
Step 2: 데이터 로딩 및 이해······················220
Step 3: DiCE로 카운터 팩트 생성···············223
Step 4: 카운터 팩츄얼 기반 속성 중요도·······225
결론·························································228
참고문헌···················································229


색인·························································232