Fundamentals of Data Analysis - Python Data Analysis and Visualization

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All LessonsFree Lessons (6)

What is Analytics

Introduction to Analytics Analytics in Python

Python Basics for Analytics

Getting Started Data Structures Control Flow and Built-in Functions Numpy an External Library Scipy an External Library Exercise: Using Numpy and Scipy Solution Review: Using Numpy and Scipy

Reading Data

Comma Separated Files JSON Files Raw Files Exercise: Reading Auto MPG Dataset Solution Review: Reading Auto MPG Dataset

Describing Data

Statistics and Counts Reshaping the Data Exercise: Group By Aggregations Solution Review: Group By Aggregations

Cleaning Data

Missing Data Outliers Scaling Categorical Data Exercise: Cleaning Auto MPG Dataset Solution Review: Cleaning Auto MPG Dataset

Visualizing Data

Introduction to Visualization Visualization with Scatter Plots Visualization with Bar Plots Visualization with Distributions Visualization with Line Graphs Visualization with Heat Maps Visualization with Multi-Plot Grids Exercise: Visualizing Auto MPG Dataset Solution Review: Visualizing Auto MPG Dataset Test Yourself

Fundamentals of Data Analysis