ISBN-13: 9781547417957 / Angielski / Miękka / 2020 / 254 str.
Introduction
PART I: Big Data Analytics
Chapter 1. Data Analytics Overview
Chapter 2. Basic Data Analysis
Chapter 3. Data Visualization Tools
PART II: Advanced Analytics Methods
Chapter 4. Natural Language Processing
Chapter 5. Quantitative Analysis - Prediction and Prognostics
Chapter 6. Advanced Analytics & Predictive Modeling
Chapter 7. Ensemble of Models
Chapter 8. Machine Learning, Deep Learning – Artificial Neural Networks
Chapter 9. Model Accuracy & Optimization
PART III: Case Study – Prediction & Advanced Analytics in Practice
Chapter 10: Ensemble of Models – Medical Prediction Case Study
Appendix A: Prognostics Methods
Appendix B: A Neural Network Example
Appendix C: Back Propagation Algorithm Derivation
Appendix D: NeuroSolutions Software Description
Appendix E: The Oracle Program
References
Peter Ghavami, Senior Vice President, Head of Wholesale Data Science & Analytics at Bank of America, USA
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