DATA MINING WITH PYTHON

Python Programming Fundamentals

Programming Basics

Python Data Types

Structures and conditional statements

Python core packages

Introduction to Jupyter Notebook

Data Science Essentials

Data Science Introduction

Data Science work flow

Machine Learning Overview

Basic Statistics

Basic Statistics and Exploratory Analysis

Descriptive summary statistics with Numpy

Summarize continous and categorical data

Outlier analysis

NumPy Essentials

Overview NumPy

NumPy Arrays

Selecting and Slicing

Boolean Indexing

Array advanced operations

NumPy Key Methods

Pandas Essentials

Overview Pandas

Loading data from external sources

Access Data from DataFrame

Pandas Key Methods

Data Mugging with Numpy and Pandas

Introduction to Numpy and Pandas

Data filtering and selecting

Find duplicates and treating missing values

Concatenate and transform data