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Data Science with VBA Programming and SQL Database Management

person icon Dr Alida Herbst

4

Data Science with VBA Programming and SQL Database Management

Datascience, Data Analysis, Programming, SQL, Databases

updated on icon Updated on Apr, 2024

language icon Language - English

person icon Dr Alida Herbst

English [CC]

category icon Data Science,Development,VBA,SQL

Lectures -20

Resources -6

Duration -9.5 hours

4

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Course Description

The purpose of the this datascience course is to make it as practical as possible therefore the emphasis in this course is to teach Data Science through a case study with hands-on and practical learning. As such, the case study is based on financial GDP data and other data downloaded from the World bank website for numerous countries from 1960 through to 2020.

This is the course that will help you walk right into a workplace as a data scientist with sufficient knowledge of programming and working with databases.  This course has a very practical angle with the theoretical knowledge necessary to become a data scientist hitting the ground running.

The course starts with learning about the concepts, principles, and terminology of programming languages and how to develop program solving skills. It then covers what datascience is, its components and why and where it is used.

Visual Basic for Applications (VBA) is introduced. The Worldbank data will be imported into excel. You will learn how to program and write your first program using the very handy buttons supplied in the ActiveX tab of the Developer module.

To be a good Data Scientist, you should have some knowledge on databases specifically about SQL (Structured Query Language). Many interview questions of Data Science start with SQL queries. Therefore, SQL is essential for Data Science. Many beginners who are trying to get into Data Science but, worried about coding, start with SQL queries. You will also learn how to populate, retrieve and manipulate data using the relational database tool SQL .

Descriptive statistics are covered as well as correlation and regression. The what and why of visualizations are covered along with the different types. Practical examples are given throughout the course. Included in the course is comparative analyses of GDP (Gross Domestic Product) growth and GDP per capita for the BRICS countries (Brazil, Russia, India, China and South Africa). There are 266 countries that can be used for any comparative analyses with years ranging from 1960 to 2020. The countries are classified into 4 income groups and 7 regions. Top down analyses, regression, histograms and many more are included in this course.

Goals

What will you learn in this course:

  • Datascience, its components  along with the concepts, principles, and terminology of programming languages and how to develop program solving skills.
  • Learn and practice to write an application in a Microsoft programming language (VBA) along with the use of the ActiveX buttons
  • Install SQL, create a database and tables. Load Case Study into tables using VBA.
  • Load the GDP data case study into the SQL database.
  • Learn and practice the SQL language using Case Study data. 
  • Link to SQL from VBA and visualize data using ActiveX dropdown and command buttons.
  • Statistical Analyses and write a View/Query linking tables in SQL.
  • Data analyses and visualization including correlation and regression.
  • Write a stored procedure in SQL comparing and visualizing GDP per capita for different countries and different income groups.

Prerequisites

What are the prerequisites for this course?

  • This course is for any beginner keen to upskill him/herself in data science.
  • You need a computer and have a Microsoft license as we will be working with Excel, VBA and the free Microsoft SQL data management tool.
Data Science with VBA Programming and SQL Database Management

Curriculum

Check out the detailed breakdown of what’s inside the course

Introduction to presenter
1 Lectures
  • play icon Introduction to lecturer 02:55 02:55
Introduction and Course Outline
1 Lectures
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Chapter 1: DATA SCIENCE AND PROGRAMMING LANGUAGES
1 Lectures
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Chapter 2: VBA (Visual Basic for Application)
2 Lectures
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Chapter 3: SQL (Structured Query Language)
3 Lectures
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Chapter 4: STATISTICAL ANALYSES OF DATA
5 Lectures
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Chapter 5: VISUALIZATION
2 Lectures
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Chapter 6: COMPARATIVE ANALYSES
5 Lectures
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Instructor Details

Dr Alida Herbst

Dr Alida Herbst

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