Name: Python Data Analysis and Visualization
Author: Tyler Folkman

Gain the ability to analyze and visualize data with Python using an assortment of powerful libraries.

Learn to quickly analyze and visualize data with Python using an assortment of powerful libraries. A future-proof job skill you’ll never regret gaining.

Learn Python Data Analysis and Visualization

Part of the Python Data Analysis and Visualization Path

This course assumes no prior experience and can teach anyone how to use Python to analyze and visualize data. Stop using Excel and start harnessing the power of Python.

Data analysis is one of the hottest careers of the 21st century. As an analyst, your goal is to peel back layers of data in order to answer questions of interest; that is the power of analytics. It allows you to take raw data and create meaningful, actionable insights.

In this course, you’ll learn how to use Python, NumPy, SciPy, Pandas, and Seaborn to perform data analysis and visualization. You’ll explore the four crucial steps for any data analysis project: reading, describing, cleaning, and visualizing data. In each step, you will work with the most common and popular tools that data analysts use every day. By the end of the course, you will be able to confidently extract knowledge and answers from data.

Python Data Analysis and Visualization

Introduction to Analytics

Analytics in Python

What is 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

Python Basics for Analytics

Comma Separated Files

JSON Files

Raw Files

Exercise: Reading Auto MPG Dataset

Solution Review: Reading Auto MPG Dataset

Reading Data

Statistics and Counts

Reshaping the Data

Exercise: Group By Aggregations

Solution Review: Group By Aggregations

Describing Data

Missing Data

Outliers

Scaling

Categorical Data

Exercise: Cleaning Auto MPG Dataset

Solution Review: Cleaning Auto MPG Dataset

Cleaning 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

Visualizing Data

Python Data Analysis and Visualization

Learn Python Data Analysis and Visualization

Join 450,000 learners from companies like

Teams of every size choose
Educative for Business
to train, upskill & onboard their developers

Python Data Analysis and Visualization

Learn Python Data Analysis and Visualization

Join 450,000 learners from companies like

Teams of every size choose Educative for Business to train, upskill & onboard their developers

Teams of every size choose
Educative for Business
to train, upskill & onboard their developers