Download Statistics and Machine Learning in Python Book for FREE

 Download Statistics and Machine Learning in Python Book for FREE

Introduction

Python ecosystem for data-science

Introduction to Machine Learning

Data analysis methodology

Python language

Import libraries

Basic operations

Data types

Execution control statements

List comprehensions, iterators, etc.

Functions

Regular expression

System programming

Scripts and argument parsing

Networking

Modules and packages

Object Oriented Programming (OOP)

Style guide for Python programming

Documenting

Exercises

Scientific Python

Numpy: arrays and matrices

Pandas: data manipulation

Data visualization: matplotlib & seaborn

Statistics

Univariate statistics

Lab: Brain volumes study

Linear Mixed Models

Multivariate statistics

Time series in python

Machine Learning

Linear dimension reduction and feature extraction

Manifold learning: non-linear dimension reduction

Clustering

Linear models for regression problems