Big Data Analytics with PySpark + Tableau Desktop + MongoDB
4.1 (8 ratings)
Course Ratings are calculated from individual students’ ratings and a variety of other signals, like age of rating and reliability, to ensure that they reflect course quality fairly and accurately.
43 students enrolled

Big Data Analytics with PySpark + Tableau Desktop + MongoDB

Integrating Big Data Processing tools with Predictive Modeling and Visualization with Tableau Desktop
4.1 (8 ratings)
Course Ratings are calculated from individual students’ ratings and a variety of other signals, like age of rating and reliability, to ensure that they reflect course quality fairly and accurately.
43 students enrolled
Created by EBISYS R&D
Last updated 2/2020
English
English [Auto]
Current price: $34.99 Original price: $49.99 Discount: 30% off
5 hours left at this price!
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This course includes
  • 4.5 hours on-demand video
  • 1 article
  • Full lifetime access
  • Access on mobile and TV
  • Certificate of Completion
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What you'll learn
  • Tableau Data Visualization
  • PySpark Programming
  • Data Analysis
  • Data Transformation and Manipulation
  • Big Data Machine Learning
  • Geo Mapping with Tableau
  • Geospatial Machine Learning
  • Creating Dashboards
Course content
Expand all 27 lectures 04:17:58
+ Setup and Installations
6 lectures 36:59
Installing Apache Spark
12:06
Installing Java (Optional)
04:35
Testing Apache Spark Installation
06:05
Installing MongoDB
03:47
Installing NoSQL Booster for MongoDB
07:10
+ Data Processing with PySpark and MongoDB
4 lectures 52:37
Integrating PySpark with Jupyter Notebook
05:08
Data Extraction
19:23
Data Transformation
14:51
Loading Data into MongoDB
13:15
+ Machine Learning with PySpark and MLlib
3 lectures 39:11
Data Pre-processing
19:07
Building the Predictive Model
12:16
Creating the Prediction Dataset
07:48
+ Creating the Data Pipeline Scripts
3 lectures 54:17
Installing Visual Studio Code
03:20
Creating the PySpark ETL Script
24:20
Creating the Machine Learning Script
26:37
+ Tableau Data Visualization
9 lectures 01:04:32
Installing Tableau
01:44
Installing MongoDB ODBC Drivers
04:59
Creating a System DSN for MongoDB
05:24
Loading the Data Sources
05:38
Creating a Geo Map
12:33
Creating a Bar Chart
11:08
Creating a Magnitude Chart
12:59
Creating a Table Plot
03:40
Creating a Dashboard
06:27
Requirements
  • Basic Understanding of Python
  • Little or no understanding of GIS
  • Basic understanding of Programming concepts
  • Basic understanding of Data
  • Basic understanding of what Machine Learning is
Description

Welcome to the Big Data Analytics  with PySpark + Tableau Desktop + MongoDB course. In this course we will be creating a big data analytics solution using big data technologies like PySpark for ETL,  MLlib for Machine Learning as well as Tableau for Data Visualization and for building Dashboards.


We will be working with earthquake data, that we will transform into summary tables. We will then use these tables to train predictive models and predict future earthquakes. We will then analyze the data by building reports and dashboards in Tableau Desktop.


Tableau Desktop is a powerful data visualization tool used for big data analysis and visualization. It allows for data blending, real-time analysis and collaboration of data. No programming is needed for Tableau Desktop, which makes it a very easy and powerful tool to create dashboards apps and reports.


MongoDB is a document-oriented NoSQL database, used for high volume data storage. It stores data in JSON like format called documents, and does not use row/column tables. The document model maps to the objects in your application code, making the data easy to work with.


  • You will learn how to create data processing pipelines using PySpark

  • You will learn machine learning with geospatial data using the Spark MLlib library

  • You will learn data analysis using PySpark, MongoDB and Tableau

  • You will learn how to manipulate, clean and transform data using PySpark dataframes

  • You will learn how to create Geo Maps in Tableau Desktop

  • You will also learn how to create dashboards in Tableau Desktop

Who this course is for:
  • Python Developers at any level
  • Data Engineers at any level
  • Developers at any level
  • Machine Learning engineers at any level
  • Data Scientists at any level
  • GIS Developers at any level
  • The curious mind