Crafting Quality Python Projects: A Unique Template for Success — MLOPS-I

Ankush k Singal
ILLUMINATION
Published in
16 min readOct 25, 2023

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Ankush k Singal

Source: MidJourney

In the ever-evolving world of software development, building robust and reliable Python projects has never been more crucial. As technology advances, so do the best practices and quality characteristics that shape the way we design and deploy software. In this article, we present a unique and comprehensive template for creating Python projects that not only adhere to these principles but also thrive in a world where innovation and quality reign supreme.(Please check https://github.com/andysingal/python-projects to follow along the process below)

Introduction: The Quest for Quality

The digital age has ushered in a relentless pursuit of quality in software development. In this era, success is determined by the ability to deliver applications that not only work but excel in areas such as scalability, maintainability, and reliability. These aspirations have given birth to a set of quality characteristics that define the criteria by which we judge our software. Our journey begins by understanding and embracing these principles.

Quality Characteristic #1: Codebase

“One codebase tracked in revision control, many deploys.” This foundational principle sets the stage…

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Ankush k Singal
ILLUMINATION

My name is Ankush Singal and I am a traveller, photographer and Data Science enthusiast .