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Data Analysis with Python

Video Introducing this tutorial

Python Core :
The Course Overview
Python Core Concepts and Data Types
Understanding Iterables
List Comprehensions
Dates and Times
Accessing Raw Data


NumPy for Array Computation :
Creating NumPy Arrays
Basic Stats and Linear Algebra
Reshaping, Indexing, and Slicing


Pandas for Data Frames :
Getting Started with Pandas
Essential Operations with Data Frames
Summary Statistics from a Data Frame
Data Aggregation over a Data Frame


Exercise Titanic Survivor Analysis :
Exercise Titanic Survivor Analysis
Predicting Titanic survival A Supervised Learning Problem
Performing Supervised Learning with Scikit-Learn