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Using Python to Develop Analytics, Control and Machine Learning ...

Using

Python

Develop

Analytics

Control

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Using Python to Develop Analytics,

Control and Machine Learning Products

Zhaoyang Wan

Dedicated to my wife, who devotes herself to our family; to my kids Charley

and Richard, who make me a kid at heart; to my parents, who constantly use

their time-tested wisdom to lighten my path ahead.

Contents
Why to write this book
Basics
The Law of Effect
The Principle of Least Action
Python - The Category Theory
Additional Lessons learnt
An Example of Simple Analytics Product
Installation of Python
Core Python: Set Operations
Core Python: Iteration Functions
Core Python: Lambda function
Core Python: Dictionary Data Structure and Operations
A Simple Analytics Product
The Architecture
Web/File Exchange/Ipython Notebook Servers
Web User Interface
Data Collection
Database and Asset Model
Turning Data into Information
Analytics
Single Variable
Multi-Variables
Report /Email/Survey
Simulation and Python Class
Deployment to Cloud
Collaboration on Github or Ipython Notebook and FTP Server
An Observe-Identify-Diagnose-Improve Analytics Product
The architecture
Web User Interactive Interface