Numpy and PostgreSQL for Beginners.

NumPy for Data Science and Machine Learning in Python PostgrSQL course for beginners and first-time coders

Welcome! This is Numpy and PostgreSQL for Beginners course.

What you’ll learn

  • Basics of Numpy, Arrays, Lists..
  • Accessing/Changing Specific Elements, Rows, Columns, etc.
  • Initializing Different Arrays (1s, 0s, full, random, etc).
  • Basic Mathematics (arithmetic, trigonometry, etc.).
  • Linear Algebra and Statistics.
  • Create your own database or interact with existing databases.
  • You will write basic to advance PostgreSQL queries.
  • Troubleshoot everyday PostgreSQL database related issues.
  • Have a detailed knowledge and understanding of using MySQL, one of the most widely used databases in the world..

Course Content

  • Introduction –> 1 lecture • 4min.
  • NumPy and it’s Applications –> 2 lectures • 7min.
  • Basics of NumPy –> 2 lectures • 9min.
  • Accessing/Changing Specific Elements, Rows, Columns, etc –> 1 lecture • 11min.
  • Initializing Different Arrays (1s, 0s, full, random, etc) –> 1 lecture • 10min.
  • Basic Mathematics (arithmetic, trigonometry, etc.) –> 1 lecture • 5min.
  • Linear Algebra and Statistics –> 1 lecture • 8min.
  • Reorganizing Arrays –> 1 lecture • 5min.
  • Load data in from a file –> 1 lecture • 2min.
  • Advanced Indexing and Boolean Masking –> 1 lecture • 4min.
  • PostgreSQL –> 1 lecture • 1min.
  • Creating a table –> 1 lecture • 7min.
  • Insert data into a table –> 1 lecture • 8min.
  • Alter data in a table –> 1 lecture • 4min.
  • Drop a column –> 1 lecture • 2min.
  • Drop a row –> 1 lecture • 2min.
  • Order by command –> 1 lecture • 4min.
  • Limit, alias, distinct –> 3 lectures • 6min.
  • WHERE, AND, OR, IN, BETWEEN –> 1 lecture • 10min.
  • Aggregate and Group by command –> 1 lecture • 6min.
  • Certificate –> 1 lecture • 1min.

Numpy and PostgreSQL for Beginners.


Welcome! This is Numpy and PostgreSQL for Beginners course.


One question or concern I get a lot is that people want to learn deep learning and data science, so they take these courses, but they get left behind because they don’t know enough about the Numpy stack in order to turn those concepts into code.


Even if I write the code in full, if you don’t know Numpy, then it’s still very hard to read.


This course is designed to remove that obstacle – to show you how to do things in the Numpy stack that are frequently needed in deep learning and data science.



So what are those things?

Numpy. This forms the basis for everything else. The central object in Numpy is the Numpy array, on which you can do various operations.


  • The key is that a Numpy array isn’t just a regular array you’d see in a language like Java or C++, but instead is like a mathematical object like a vector or a matrix.
  • That means you can do vector and matrix operations like addition, subtraction, and multiplication.
  • The most important aspect of Numpy arrays is that they are optimized for speed. So we’re going to do a demo where I prove to you that using a Numpy vectorized operation is faster than using a Python list.
  • Then we’ll look at some more complicated matrix operations, like products, inverses, determinants, and solving linear systems.






If you want to learn how to gain insights from data but are too intimidated by databases to know where to start, then this course is for you. This course is a gentle but comprehensive introduction to MySQL, one of the most highly in-demand skills in the business sector today.


Help you understand and apply PostgreSQL , including Database Design and Data Analysis.

Having database skills is absolutely vital for developers to avoid getting left behind and to maximize job and consulting opportunities.

  • Key concepts you will learn and work on within this course.
  • SQL (Structured Query Language – very much an in-demand technology).
  • PostgreSQL (one of the world’s most popular and widely used databases).
  • Database Design
  • Data Analysis



Content of the course.

Creating, Modifying, and Deleting Tables in a Database

Inserting, Updating, and Deleting Data from Tables

Select Queries

Aggregate Functions

Creating Databases.

Who this course is for:

  • Anyone interested in learning PostgreSQL to help with their current job or to find a new role. PostgreSQL is one of today’s most in-demand skills
  • Anyone looking to answer complex business problems and generate reports using data
  • Business owners, people in sales, or people in marketing roles who are interested in understanding company data better.
  • Developers who are looking to build applications (e.g. social network, e-commerce site) using PostgreSQL

Your new job or consulting opportunity awaits!

Why not get started today?

Click the Signup button to sign up for the course!



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