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Develop Big Data Pipelines with R, Sparklyr & Power BI

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This course includes:

02:29:00 hours

CPD Accreditation

19 units

Full lifetime access

Access on mobile and TV

Certificate of completion

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Key Concepts Covered by This Free Course

  • Understand the fundamentals of Big Data and ETL pipeline.
  • Develop ETL pipeline using Sparklyr and R language.
  • Implement machine learning models using Sparklyr and R language.
  • Apply various data visualization techniques in Power BI.
  • Learn how to integrate Power BI with Sparklyr pipeline.
  • Deploy and monitor the Sparklyr and Power BI pipeline.

Course Overview

In today's data-driven world, Big Data has become an essential component of most organizations. Developing Big Data pipelines with R, Sparklyr, and Power BI can help you effectively process, analyze, and visualize large amounts of data. This course is designed to provide you with an in-depth understanding of building Big Data ETL pipelines using R language and Sparklyr, performing machine learning using Sparklyr, and creating data visualizations using Power BI. Throughout the course, you will learn how to set up and configure the necessary tools and technologies, such as Sparklyr, R language, and Power BI, to build end-to-end Big Data pipelines. You will also get hands-on experience working with Big Data using Sparklyr and R language and creating interactive visualizations using Power BI. By the end of the course, you will have gained a solid understanding of the key concepts and techniques for developing Big Data pipelines with R, Sparklyr, and Power BI and be ready to apply your skills to real-world Big Data projects.

Course Benefits

By enrolling in this course, you will gain comprehensive knowledge and practical skills required to develop Big Data pipelines using R, Sparklyr, and Power BI. You will learn how to process and analyze large amounts of data efficiently, apply machine learning algorithms, and create interactive data visualizations using Power BI. You will also gain hands-on experience working with real-world Big Data projects, which will help you to boost your resume and stand out in the job market. After completing this course, you will be able to pursue various job roles such as Data Analyst, Big Data Engineer, Business Intelligence Developer, and more. You will also be equipped with the skills to build end-to-end Big Data pipelines and handle complex Big Data projects. This course will help you to gain a competitive edge in the job market and open up new career opportunities in the field of Big Data.

Career Path

  • Big Data Engineer: Develop and maintain Big Data pipelines using R, Sparklyr, and Power BI.
  • Data Analyst: Analyze and process large amounts of data using Sparklyr and R language.
  • Business Intelligence Developer: Create interactive dashboards and reports using Power BI.
  • Machine Learning Engineer: Build and deploy machine learning models using Sparklyr and R language.
  • Data Scientist: Perform data analysis and modeling using Sparklyr and R language.
  • Data Visualization Specialist: Create compelling data visualizations using Power BI.
Course content

Section 01: Introduction

Introduction

00:08:00

R Installation

00:05:00

Installing Apache Spark

00:12:00

Installing Java (Optional)

00:05:00

Testing Apache Spark Installation

00:03:00

Installing Sparklyr

00:07:00

Data Extraction

00:06:00

Data Transformation

00:18:00

Data Exporting

00:07:00

Data Pre-processing

00:18:00

Building the Predictive Model

00:10:00

Creating the Prediction Dataset

00:10:00

Installing Power BI Desktop

00:02:00

Loading the Data Sources

00:08:00

Creating a Geo Map

00:09:00

Creating a Donut Chart

00:05:00

Create an Area Chart

00:07:00

Create a Bar Chart

00:09:00

Source Code

00:00:00

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