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Python Data Analysis and Visualization (Tyler Folkman)


What is Analytics - Introduction to Analytics This lesson introduces analytics, its core functions, and why it is important. View the lesson [here](https://www.educative.io/courses/python-data-analysis-and-visualization/RLLrn2yJ0zY). What is Analytics - Analytics in Python This lesson will describe why we are using Python for this course. View the lesson [here](https://www.educative.io/courses/python-data-analysis-and-visualization/m2KVBrLAX1E). Python Basics for Analytics - Getting Started This lesson will walk you through some basic commands and operations in Python. View the lesson [here](https://www.educative.io/courses/python-data-analysis-and-visualization/qZqR7jAxnXD). Python Basics for Analytics - Data Structures This lesson discusses the common built-in data structures of Python used for data processing. View the lesson [here](https://www.educative.io/courses/python-data-analysis-and-visualization/7n9JKLlVEpB). Python Basics for Analytics - Control Flow and Built-in Functions This lesson covers how the flow of execution transfers between lines of code depending on the scenarios. It also discusses some built-in functions for data structures studied in the previous lesson. View the lesson [here](https://www.educative.io/courses/python-data-analysis-and-visualization/qZ8qMzVnOO0). Python Basics for Analytics - Numpy an External Library This lesson introduces an external numpy library by discussing in detail how numpy provides support to handle single or multidimensional arrays and different functionalities. View the lesson [here](https://www.educative.io/courses/python-data-analysis-and-visualization/g76jN8XG1Z3). Python Basics for Analytics - Scipy an External Library This lesson introduces an external scipy library by discussing in detail how scipy provides support to handle statistics and probabilistic functionalities. View the lesson [here](https://www.educative.io/courses/python-data-analysis-and-visualization/YVwM99E4LMp). Python Basics for Analytics - Exercise: Using Numpy and Scipy This lesson provides a few exercises to test your understanding of the Python basics for analytics. View the lesson [here](https://www.educative.io/courses/python-data-analysis-and-visualization/g23XjYPogyZ). Python Basics for Analytics - Solution Review: Using Numpy and Scipy This lesson provides the solutions to the previous challenges. View the lesson [here](https://www.educative.io/courses/python-data-analysis-and-visualization/g77kZpnYD4Z). Reading Data - Comma Separated Files This lesson focuses on CSV type files. It gives a complete explanation about how to read data from CSV files using the Pandas library of Python. View the lesson [here](https://www.educative.io/courses/python-data-analysis-and-visualization/gxXyYrQR4ok). Reading Data - JSON Files This lesson focuses on JSON type files. It gives a complete explanation about how to read data from JSON files using the Pandas library of Python. View the lesson [here](https://www.educative.io/courses/python-data-analysis-and-visualization/3Y33vKE4R6M). Reading Data - Raw Files This lesson focuses on raw files. It gives a complete explanation about how to read data from raw files using Python. View the lesson [here](https://www.educative.io/courses/python-data-analysis-and-visualization/3jrk2k90O4A). Reading Data - Exercise: Reading Auto MPG Dataset This lesson provides an exercise to test your understanding of reading a dataset using Pandas. View the lesson [here](https://www.educative.io/courses/python-data-analysis-and-visualization/YMXylw1YEnp). Reading Data - Solution Review: Reading Auto MPG Dataset This lesson provides the solution to the previous challenge. View the lesson [here](https://www.educative.io/courses/python-data-analysis-and-visualization/qVAAzPWZZ73). Describing Data - Statistics and Counts This lesson discusses principal data processing and data analytics techniques using Pandas. View the lesson [here](https://www.educative.io/courses/python-data-analysis-and-visualization/m2kEKrVEp6A). Describing Data - Reshaping the Data This lesson explains the possible ways to reshape and arrange the data using Pandas. View the lesson [here](https://www.educative.io/courses/python-data-analysis-and-visualization/7XRWRGrKqZA). Describing Data - Exercise: Group By Aggregations This exercise will test your abilitiy to do group by aggregations on a pandas data frame View the lesson [here](https://www.educative.io/courses/python-data-analysis-and-visualization/xV9Ko2w7J3q). Describing Data - Solution Review: Group By Aggregations This lesson provides the solution to the previous challenge. View the lesson [here](https://www.educative.io/courses/python-data-analysis-and-visualization/xoALWzE3rRJ). Cleaning Data - Missing Data This lesson focuses on missing data by explaining some techniques to clean such data from our dataset. View the lesson [here](https://www.educative.io/courses/python-data-analysis-and-visualization/m2D9p8pn81A). Cleaning Data - Outliers This lesson explains what are outliers, why they happen and how to remove them. View the lesson [here](https://www.educative.io/courses/python-data-analysis-and-visualization/m7n3B6GpgQp). Cleaning Data - Scaling This lesson explains how scaling helps cleaning the data. View the lesson [here](https://www.educative.io/courses/python-data-analysis-and-visualization/g7owXXDJw16). Cleaning Data - Categorical Data This lesson discusses what is categorical data and how Pandas provide support dealing with it. View the lesson [here](https://www.educative.io/courses/python-data-analysis-and-visualization/m79zozLwMyp). Cleaning Data - Exercise: Cleaning Auto MPG Dataset This exercise will test a simple way to start investigating potential outliers. View the lesson [here](https://www.educative.io/courses/python-data-analysis-and-visualization/JY5Bvypjlwy). Cleaning Data - Solution Review: Cleaning Auto MPG Dataset This lesson provides the solution to the previous challenge. View the lesson [here](https://www.educative.io/courses/python-data-analysis-and-visualization/NE3EyYjXqlN). Visualizing Data - Introduction to Visualization This lesson will cover the importance of visualizing data, and why visualization is required in data science as well as common tools. View the lesson [here](https://www.educative.io/courses/python-data-analysis-and-visualization/39Am0A0On1p). Visualizing Data - Visualization with Bar Plots This lesson explains what a bar plot is, why it is used, and how to visualize data with bar plot using Python libraries. View the lesson [here](https://www.educative.io/courses/python-data-analysis-and-visualization/q2yVz5AD8r3). Visualizing Data - Visualization with Distributions This lesson introduces us with types of distributions used to visualize data , and how Python provides support with its libraries. View the lesson [here](https://www.educative.io/courses/python-data-analysis-and-visualization/gkLRzPrNkr3). Visualizing Data - Visualization with Line Graphs This lesson explains what a line graph is, why it is used, and how to visualize data with a line graph using Python libraries. View the lesson [here](https://www.educative.io/courses/python-data-analysis-and-visualization/3YVA4r19kOR). Visualizing Data - Test Yourself A quiz to test your knowledge of visualization and the appropriate functions View the lesson [here](https://www.educative.io/courses/python-data-analysis-and-visualization/YMQv3L7x3Ap). Visualizing Data - Visualization with Heat Maps This lesson explains what a heat map is, why it is used, and how to visualize data with a heat map using Python libraries. View the lesson [here](https://www.educative.io/courses/python-data-analysis-and-visualization/RMNkyxO67vE). Visualizing Data - Exercise: Visualizing Auto MPG Dataset This lesson provides a few exercises to test your understanding of the seaborn module for visualization. View the lesson [here](https://www.educative.io/courses/python-data-analysis-and-visualization/m78yD8mpxY9). Visualizing Data - Visualization with Multi-Plot Grids In this lesson, we will discuss how to use Seaborn to create multi-plot grids. View the lesson [here](https://www.educative.io/courses/python-data-analysis-and-visualization/xooLxj5RxWn). Visualizing Data - Solution Review: Visualizing Auto MPG Dataset This lesson provides the solutions to the previous challenges. View the lesson [here](https://www.educative.io/courses/python-data-analysis-and-visualization/gxEVmZE9q8l).
About the Python Data Analysis and Visualization (Tyler Folkman) category [Python Data Analysis and Visualization (Tyler Folkman)] (1)