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Big Data Analytics with PySpark Power BI and MongoDB

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This course includes:

03:55:00 hours

CPD Accreditation

26 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 basic concepts of Big Data Analytics using PySpark, Power BI, and MongoDB.
  • Set up and configure the necessary software and tools for Big Data Analytics.
  • Apply PySpark and MongoDB to preprocess and manipulate large datasets.
  • Build machine learning models using PySpark and MLlib.
  • Create data pipeline scripts for automated data processing.
  • Visualize data using Power BI for effective communication and decision-making.

Course Overview

Are you interested in mastering Big Data Analytics using PySpark, Power BI, and MongoDB? This course is designed for professionals like you who want to learn the skills required to analyze and visualize Big Data effectively. The course is comprehensive, covering the basics of Big Data Analytics and machine learning, to advanced topics like data processing, data pipelines, and visualization. You will learn how to set up and configure the necessary software and tools for Big Data Analytics. Additionally, you will gain hands-on experience with PySpark and MongoDB for preprocessing and manipulating large datasets. You will also build machine learning models using PySpark and MLlib. Moreover, this course will help you create data pipeline scripts for automated data processing and use Power BI for effective data visualization. By the end of the course, you will be able to apply your knowledge of Big Data Analytics to real-world scenarios and communicate data insights effectively. Popular keywords and search terms: Big Data Analytics, PySpark, Power BI, MongoDB, machine learning, data processing, data visualization.

Course Benefits

This course will equip you with the knowledge and skills required to become a successful Big Data Analytics professional. You will gain practical skills in using PySpark, Power BI, and MongoDB for data processing and analysis. Additionally, you will learn how to build machine learning models and create data pipelines for automated data processing. Moreover, this course will help you enhance your data visualization skills using Power BI for effective communication and decision-making. By the end of this course, you will be able to apply your skills to real-world scenarios, which will boost your career prospects.

Career Path

  • Big Data Engineer - responsible for designing and maintaining the organization's Big Data infrastructure.
  • Data Analyst - responsible for analyzing and interpreting large datasets to identify trends and insights.
  • Business Intelligence Developer - responsible for designing and implementing data visualization and reporting solutions.
  • Data Scientist - responsible for building and deploying machine learning models to derive insights from data.
  • Solutions Architect - responsible for designing and implementing scalable and reliable Big Data solutions.
  • Database Administrator - responsible for managing and maintaining the organization's databases, including Big Data solutions.

Course content

Section 01: Introduction

Introduction

00:10:00

Python Installation

00:03:00

Installing Apache Spark

00:12:00

Installing Java (Optional)

00:05:00

Testing Apache Spark Installation

00:06:00

Installing MongoDB

00:04:00

Installing NoSQL Booster for MongoDB

00:07:00

Integrating PySpark with Jupyter Notebook

00:05:00

Data Extraction

00:19:00

Data Transformation

00:15:00

Loading Data into MongoDB

00:13:00

Data Pre-processing

00:19:00

Building the Predictive Model

00:12:00

Creating the Prediction Dataset

00:08:00

Installing Visual Studio Code

00:03:00

Creating the PySpark ETL Script

00:22:00

Creating the Machine Learning Script

00:24:00

Installing Tableau

00:03:00

Installing MongoDB ODBC Drivers

00:03:00

Creating a System DSN for MongoDB

00:04:00

Loading the Data Sources

00:04:00

Creating a Geo Map

00:11:00

Creating a Bar Chart

00:03:00

Creating a Magnitude Chart

00:07:00

Creating a Table Plot

00:06:00

Creating a Dashboard

00:07:00

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