Data Visualization with Python and Covid-19 Analysis Project

Category: Tutorial


Posted on 2020-10-07, by perica123.

Description

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Data Visualization with Python and Covid-19 Analysis Project
Video: .mp4 (1280x720, 30 fps(r)) | Audio: aac, 44100 Hz, 2ch | Size: 11 GB
Genre: eLearning Video | Duration: 36 lectures (22 hour, 53 mins) | Language: English

Learn to use Python for Data Visualization. Practical project on applying Python for visualizing & predicting Covid-19.



What you'll learn

How to use Python for Data Visualization
Full-fledged hands-on Project on Data Visualization with Python - "Visualizing Covid-19"
How to develop useful, intuitive and informative visualizations using Python programming
Introduction to Data Visualization - what it is, its importance & benefits
Top Python Libraries for Data Visualization
Introduction to Matplotlib, Install Matplotlib with pip
Basic Plotting with Matplotlib
NumPy and Pandas
Data Visualization tools - Bar chart, Histogram, Pie chart
More Data Visualization tools - Scatter Plot, Area Plot, Stacked Area Plot, Box Plot
Advanced data Visualization tools - Waffle Chart, Word Cloud, Heat map
Specialized data Visualization tools (I) - Bubble charts, Contour plots, Quiver Plot
Specialized data Visualization tools (II) - 3D Plotting in Matplotlib
3D Line Plot, 3 D Scatter Plot, 3D Contour Plot, 3D Wireframe Plot, 3D Surface Plot
Seaborn - Introduction to Seaborn, Seaborn functionalities, Installing Seaborn
Different categories of plot in Seaborn, Some basic plots using seaborn
Data Visualization using Seaborn - Strip Plot, Swarm Plot, Plotting Bivariate Distribution
Scatter plot, Hexbin plot, KDE, Regplot, Visualizing Pairwise Relationship, Box plot, Violin Plots, Point Plot

Requirements

Enthusiasm and determination to make your mark on the world!


Description

Data Visualization with Python - course syllabus


1. Introduction to Data Visualization

What is data visualization

Benefits of data visualization

Importance of data visualization

Top Python Libraries for Data Visualization


2. Matplotlib

Introduction to Matplotlib

Install Matplotlib with pip

Basic Plotting with Matplotlib

Plotting two or more lines on the same plot


3. Numpy and Pandas

What is numpy?

Why use numpy?

Installation of numpy

Example of numpy

What is a panda?

Key features of pandas

Python Pandas - Environment Setup

Pandas - Data Structure with e x a mple


4. Data Visualization tools

Bar chart

Histogram

Pie Chart


5. More Data Visualization tools

Scatter Plot

Area Plot

STACKED Area Plot

Box Plot


6. Advanced data Visualization tools

Waffle Chart

Word Cloud

HEAT MAP


7. Specialized data Visualization tools (Part-I)

Bubble charts

Contour plots

Quiver Plot


8. Specialized data Visualization tools (Part-II)

Three-Dimensional Plotting in Matplotlib

3D Line Plot

3D Scatter Plot

3D Contour Plot

3D Wireframe Plot

3D Surface Plot


9. Seaborn

Introduction to seaborn

Seaborn Functionalities

Installing seaborn

Different categories of plot in Seaborn

Some basic plots using seaborn


10. Data Visualization using Seaborn

Strip Plot

Swarm Plot

Plotting Bivariate Distribution

Scatter plot, Hexbin plot, KDE, Regplot

Visualizing Pairwise Relationship

Box plot, Violin Plots, Point Plot


11. Project on Data Visualization


Who this course is for:

Data Analysts & Consultants
Python Programmers & Developers
Business Analysts & Consultants
Anyone wishing to make a career in Business Intelligence, Visualization and Analytics
Data Visualization Managers
Data Engineers & Data Scientists
Data Visualization Developers
Data Architects
Data Visualization Leads
Newbies and beginners aspiring to become BI & Visualization professionals
Data Analysts - Python, Tableau, SQL
BI Solutions Manager
Reporting Analysts
Machine Learning Professionals

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