2017 Book The Data Science Design Manual
2017_Book_TheDataScienceDesignManual
User Manual:
Open the PDF directly: View PDF
Page Count: 456 [warning: Documents this large are best viewed by clicking the View PDF Link!]
- Preface
- Contents
- 1 What is Data Science?
- 2 Mathematical Preliminaries
- 3 Data Munging
- 4 Scores and Rankings
- 5 Statistical Analysis
- 6 Visualizing Data
- 7 Mathematical Models
- 8 Linear Algebra
- 9 Linear and Logistic Regression
- 10 Distance and Network Methods
- 11 Machine Learning
- 12 Big Data: Achieving Scale
- 13 Coda
- Bibliography
- Index