SOLUTIONS MANUAL for Data Analytics: A Small Data Approach 1st Edition by Shuai Huang and Houtao Deng | All Chapters 1-10
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- DATA ANALYSIS
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About this ebook
SOLUTIONS MANUAL for Data Analytics: A Small Data Approach 1st Edition by Shuai Huang and Houtao Deng. ISBN 9780367609504. All Chapters 1-10 (Complete Download).
Table of Contents:
1. INTRODUCTION
Who will benefit from this book
Overview of a Data Analytics Pipeline
Topics in a Nutshell
2. ABSTRACTION
Regression & tree models
Overview
Regression Models
Tree Models
3. RECOGNITION
Logistic regression & ranking
Logistic Regression Model
A Ranking Problem by Pairwise Comparison
Statistical Process Control using Decision Tree
Exercise
4. RESONANCE
Bootstrap & random forests
How Bootstrap Works
Random Forests
5. LEARNING (I)
Cross validation & OOB
Cross-Validation
Out-of-bag error in Random Forest
6. DIAGNOSIS
Residuals & heterogeneity
Diagnosis in Regression
Diagnosis in Random Forests
Clustering
7. LEARNING (II)
SVM & ensemble Learning
Support Vector Machine
Ensemble Learning
data analytics
8. SCALABILITY
LASSO & PCA
LASSO
Principal Component Analysis
9. PRAGMATISM
Experience & experimental
Kernel Regression Model
Conditional Variance Regression Model
10. SYNTHESIS
Architecture & pipeline
Deep Learning
inTrees
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Solutions-Manual-for-Data-Analytics-A-Small-Data-Approach-1e-by-Shuai-Huang-Houtao.pdf
4.29 MB
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