Course Information
Course Overview
Big Data Analytics with Predictive Modeling and Visualization with Power BI Desktop
Welcome to the Big Data Analytics with PySpark + Power BI + MongoDB course. In this course we will be creating a big data analytics pipeline, using big data technologies like PySpark, MLlib, Power BI and MongoDB.
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 Power BI Desktop.
Power BI Desktop is a powerful data visualization tool that lets you build advanced queries, models and reports. With Power BI Desktop, you can connect to multiple data sources and combine them into a data model. This data model lets you build visuals, and dashboards that you can share as reports with other people in your organization.
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 Power BI
You will learn how to manipulate, clean and transform data using PySpark dataframes
You will learn how to create Geo Maps using ArcMaps for Power BI
You will also learn how to create dashboards in Power BI
Course Content
- 7 section(s)
- 27 lecture(s)
- Section 1 Introduction
- Section 2 Setup and Installations
- Section 3 Data Processing with PySpark and MongoDB
- Section 4 Machine Learning with PySpark and MLlib
- Section 5 Creating the Data Pipeline Scripts
- Section 6 Power BI Data Visualization
- Section 7 Source Code and Notebook
What You’ll Learn
- Power BI Data Visualization
- PySpark Programming
- Data Analysis
- Data Transformation and Manipulation
- Big Data Machine Learning
- Geo Mapping with ArcMaps for Power BI
- Geospatial Machine Learning
- Creating Dashboards
Skills covered in this course
Reviews
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RRobin Takah
The course is practical. However, it needs to be updated. One spends a lot of time troubleshooting because the course is not yet updated to current developments
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SShuva Mukhopadhyay
Great course, There were some issues that I faced when in VSCode which were difficult to resolve but it was a great experience otherwise.
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MMuhammad Zorob
This course was great at showing exactly what needed to be done but did a poor job of explaining of why.
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MMuhammad Ammar Jamshed
very well detailed