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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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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. INTRODUCTIO... N 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 Overview Logistic Regression Model A Ranking Problem by Pairwise Comparison Statistical Process Control using Decision Tree Exercise 4. RESONANCE Bootstrap & random forests Overview How Bootstrap Works Random Forests 5. LEARNING (I) Cross validation & OOB Overview Cross-Validation Out-of-bag error in Random Forest 6. DIAGNOSIS Residuals & heterogeneity Overview Diagnosis in Regression Diagnosis in Random Forests Clustering 7. LEARNING (II) SVM & ensemble Learning Overview Support Vector Machine Ensemble Learning data analytics 8. SCALABILITY LASSO & PCA Overview LASSO Principal Component Analysis 9. PRAGMATISM Experience & experimental Overview Kernel Regression Model Conditional Variance Regression Model 10. SYNTHESIS Architecture & pipeline Overview Deep Learning inTrees [Show More]

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