Python Data Analysis and Visualization

Python Data Analysis and Visualization

Python Data Analysis and Visualization
Python Data Analysis and Visualization

Python Data Analysis and Visualization

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.


1. What is Analytics

  • Introduction to Analytics
  • Analytics in Python
2. 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
3. Reading Data
  • Comma Separated Files
  • JSON Files
  • Raw Files
  • Exercise: Reading Auto MPG Dataset
  • Solution Review: Reading Auto MPG Dataset
4. Describing Data
  • Statistics and Counts
  • Reshaping the Data
  • Exercise: Group By Aggregations
  • Solution Review: Group By Aggregations
5. Cleaning Data
  • Missing Data
  • Outliers
  • Scaling
  • Categorical Data
  • Exercise: Cleaning Auto MPG Dataset
  • Solution Review: Cleaning Auto MPG Dataset
6. 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

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