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00 Preface
00 Preface
Comments and questions for the preface
01 Introduction to ML
01 Introduction to ML
Comments and questions for chapter 1
02 Modeling Process
02 Modeling Process
Comments and questions for chapter 2
03 Feature & Target Eng
03 Feature & Target Eng
Comments and questions for chapter 3
04 Linear Regression
04 Linear Regression
Comments and questions for chapter 4
05 Logistic Regression
05 Logistic Regression
Comments and questions for chapter 5
06 Regularized Regression
06 Regularized Regression
Comments and questions for chapter 6
07 MARS
07 MARS
Comments and questions for chapter 7
08 KNN
08 KNN
Comments and questions for chapter 8
09 Decision Trees
09 Decision Trees
Comments and questions for chapter 9
10 Bagging
10 Bagging
Comments and questions for chapter 10
11 Random Forests
11 Random Forests
Comments and questions for chapter 11
12 GBMs
12 GBMs
Comments and questions for chapter 12
13 Deep Learning
13 Deep Learning
Comments and questions for chapter 13
14 SVMs
14 SVMs
Comments and questions for chapter 14
15 Stacked Models
15 Stacked Models
Comments and questions for chapter 15
16 IML
16 IML
Comments and questions for chapter 16
17 PCA
17 PCA
Comments and questions for chapter 17
18 GLRMs
18 GLRMs
Comments and questions for chapter 18
19 Autoencoders
19 Autoencoders
Comments and questions for chapter 19
20 K-means Clustering
20 K-means Clustering
Comments and questions for chapter 20
21 Hierarchical Clustering
21 Hierarchical Clustering
Comments and questions for chapter 21
design
design
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exercises
exercises
Comments and questions regarding chapter exercises
general comments
general comments
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illustrations
illustrations
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not reproducible
not reproducible
Code supplied in the book does not execute as illustrated
question
question
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references
references
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typo
typo
Something is misspelled or could be stated differently