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Data Science with Python
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Table of Pages
Overview
Preface
Release note 1
Release note 2
Release note 3
Release note 4
Preliminary foundations
Version control system
Computer hardware
Computer programming
Programming history
Python for beginners
Values, variables, and types
First program
Values
Variables
Control constructs
Branching
Looping
Program units
Functions
Modules
Data transfer (I/O)
Data input methods
Data output methods
Errors and exceptions
Exception handling
Unit testing
Object-oriented programming
Instantiation
Encapsulation
Inheritance
Polymorphism
Abstraction
Scientific Computing
Vectorization and array computing
Interoperation
Visualization Techniques
Overview
2D plotting
3D plotting
Probabilistic Modeling
Random numbers
Monte Carlo
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