High-dimensional Data visualization techniques using python

Offered By
In this Guided Project, you will:

Learn how to preprocess High-Dimensional data for visualization and analysis

Learn how implement Scatter plot matrix and Parallel Coordinate plot in python

Learn about why/how data reduction techniques

2 hours
Intermediate
No download needed
Split-screen video
English
Desktop only

By the end of this project you will learn how to analyze high-dimensional data using different visualization techniques. We are going to learn how to implement Scatterplot Matrix and Parallel coordinate plots (PCP) in python. and We will learn how to use these two high-dimensional data visualization techniques to analyze our data by solving three tasks: Outlier Detection, Correlation Analysis and Cluster analysis. we will also talk about Data reduction techniques. we will learn how to sample our data to reduce the number of the data points for a better visualization. We will also learn about the Dimensionality reduction technique to reduce the number of dimensions in our dataset and how it can help us for a better analysis.

Skills you will develop

  • Data Pre-Processing

  • Data Reduction

  • Python Programming

  • Data Analysis

  • Data Visualization (DataViz)

Learn step-by-step

In a video that plays in a split-screen with your work area, your instructor will walk you through these steps:

  1. Introduction to the project

  2. Data Normalization and Clustering

  3. Scatter Plot Matrix

  4. Parallel coordinate plot

  5. Data Reduction

How Guided Projects work

Your workspace is a cloud desktop right in your browser, no download required

In a split-screen video, your instructor guides you step-by-step

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You'll learn by doing through completing tasks in a split-screen environment directly in your browser. On the left side of the screen, you'll complete the task in your workspace. On the right side of the screen, you'll watch an instructor walk you through the project, step-by-step.