Udemy

Big Data Analytics with PySpark + Tableau Desktop + MongoDB

立即報名
  • 182 名學生
  • 更新於 2/2020
  • 可獲發證書
4.3
(31 個評分)
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課程資料

報名日期
全年招生
課程級別
學習模式
修業期
4 小時 17 分鐘
教學語言
英語
授課導師
EBISYS R&D
證書
  • 可獲發
  • *證書的發放與分配,依課程提供者的政策及安排而定。
評分
4.3
(31 個評分)
14次瀏覽

課程簡介

Big Data Analytics  with PySpark + Tableau Desktop + MongoDB

Integrating Big Data Processing tools with Predictive Modeling and Visualization with Tableau Desktop

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

課程章節

  • 7 個章節
  • 27 堂課
  • 第 1 章 Introduction
  • 第 2 章 Setup and Installations
  • 第 3 章 Data Processing with PySpark and MongoDB
  • 第 4 章 Machine Learning with PySpark and MLlib
  • 第 5 章 Creating the Data Pipeline Scripts
  • 第 6 章 Tableau Data Visualization
  • 第 7 章 Source Code and Notebook

課程內容

  • Tableau Data Visualization
  • PySpark Programming
  • Data Analysis
  • Data Transformation and Manipulation
  • Big Data Machine Learning
  • Geo Mapping with Tableau
  • Geospatial Machine Learning
  • Creating Dashboards


評價

  • A
    Arka Basu
    4.5

    Great!

  • E
    Eli BG
    4.0

    Was a very specific use case for PySpark and Tableau, unsure what's the use of the long spark code line when running it through Python will get the same thing done anyway. 4 stars from me :)

  • A
    Atulkumar Maheshkumar Varma
    5.0

    Learned a lot

  • A
    Alec Aflaki
    2.5

    It is only one example demo in differnt IDEs, and teaches how to connect MongoDB to Spark and Python. Description says you will learn so many topics, but simply showing one example without explanation of different commands and what they are supposed to do would not make you learn anything.

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