Big Data Analytics Methods: Analytics Techniques in Data Mining, Deep Learning and Natural Language Processing

ISBN-13: 9781547417957 / Angielski / Miękka / 2019 / 254 str.

Peter Ghavami

Spis treści

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

O autorze

Peter Ghavami, Senior Vice President, Head of Wholesale Data Science & Analytics at Bank of America, USA