NumPy info

NumPy Documentation
https://numpy.org/doc/

A Quick Introduction to Numerical Data Manipulation with Python and NumPy
https://github.com/mrdbourke/zero-to-mastery-ml/blob/master/section-2-data-science-and-ml-tools/introduction-to-numpy.ipynb

Introduction to Numerical Data Manipulation with Python and NumPy
https://github.com/mrdbourke/zero-to-mastery-ml/blob/master/section-2-data-science-and-ml-tools/introduction-to-numpy-video.ipynb

NumPy Practice
https://github.com/mrdbourke/zero-to-mastery-ml/blob/master/section-2-data-science-and-ml-tools/numpy-exercises.ipynb

NumPy Practice (solutions)
https://github.com/mrdbourke/zero-to-mastery-ml/blob/master/section-2-data-science-and-ml-tools/numpy-exercises-solutions.ipynb

The Basics of NumPy Arrays
https://jakevdp.github.io/PythonDataScienceHandbook/02.02-the-basics-of-numpy-arrays.html

A Visual Intro to NumPy and Data Representation
http://jalammar.github.io/visual-numpy/

Quickstart tutorial
https://numpy.org/doc/1.17/user/quickstart.html

Visual Studio Code VSCode info

Setup vsCode for Laravel Development
https://script-jungle.com/setup-vscode-for-laravel-development/

7 useful VSCode extensions for a PHP developer
Power up your PHP productivity

https://towardsdev.com/7-useful-vscode-extensions-for-a-php-developer-3d70ebc558b3

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Top JavaScript VSCode Extensions for Faster Development

https://codeburst.io/top-javascript-vscode-extensions-for-faster-development-c687c39596f5

Bracket Pair Colorizer and Indent Rainbow:

Pandas info

Pandas Practice
https://github.com/mrdbourke/zero-to-mastery-ml/blob/master/section-2-data-science-and-ml-tools/pandas-exercises.ipynb

Pandas Practice (solutions)
https://github.com/mrdbourke/zero-to-mastery-ml/blob/master/section-2-data-science-and-ml-tools/pandas-exercises-solutions.ipynb

pandas documentation
https://pandas.pydata.org/pandas-docs/stable/

10 minutes to pandas
https://pandas.pydata.org/pandas-docs/stable/user_guide/10min.html#min

intro:
https://github.com/mrdbourke/zero-to-mastery-ml/blob/master/section-2-data-science-and-ml-tools/introduction-to-pandas-video.ipynb
intro 2:
https://github.com/mrdbourke/zero-to-mastery-ml/blob/master/section-2-data-science-and-ml-tools/introduction-to-pandas.ipynb

Open Source Software info

PHP Development Trends In 2023
https://medium.com/@dollyaswin/php-development-trends-in-2023-d03fb601ff67

PHP 7 reached end of life with the end-of-life announcement of PHP 7.4 in November 2022. Organizations who have not yet adopted PHP 8 now find themselves needing to either migrate quickly, or find a commercial provider of a long-term-support edition of the language.

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How to become an Open Source Software contributor?

https://sagikazarmark.hu/blog/how-to-become-an-open-source-software-contributor/