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About This Blog


About This Blog

Evolution of Purpose

Welcome to my personal blog and notes repository. This website has an interesting origin story worth sharing.

From AWS ML Certification Notes to Personal Blog

This site began as a focused collection of notes from AWS machine learning training conducted at the Bahrain Institute of Banking and Finance (BIBF). Initially, it served as my personal reference for AWS ML certification preparation, containing detailed notes, diagrams, and explanations of various AWS ML services and concepts.

To my surprise, these technical notes garnered interest from fellow learners and professionals in the field. Many people found value in how the information was structured and explained, which encouraged me to continue developing and expanding the content.

The Transition

As of July 2025, I've decided to evolve this platform from being solely AWS ML certification-focused to becoming my personal blog. While maintaining all the original AWS ML content that many have found useful, I'm now expanding to cover:

  • Data Science methodologies and techniques
  • Cloud Computing best practices (beyond just AWS)
  • Machine Learning Operations (MLOps)
  • Technical tutorials on various tools and platforms
  • Tech industry insights and trends
  • Personal projects and learnings

Content Organization

The content on this site is organized into several main categories:

  1. AWS ML - The original notes on AWS Machine Learning services, certification preparation guides, and best practices
  2. Data Science - Articles on data analysis, statistical methods, and practical applications
  3. Cloud Computing - Resources on multi-cloud strategies, architecture patterns, and cloud-native development
  4. MLOps - Content about operationalizing machine learning models, CI/CD for ML, and model monitoring
  5. Tutorials - Step-by-step guides for implementing various technical solutions
  6. Tech Insights - Broader observations and reflections on technology trends and innovations

How to Navigate

You can browse all content from the main navigation or use the search functionality to find specific topics. The original AWS ML content remains accessible in its original form for those specifically looking for certification resources.

Connect & Contribute

I welcome feedback, questions, and discussions about any of the content shared here. If you find something particularly helpful or have suggestions for improvement, please feel free to reach out through the contact options provided.

Thank you for being part of this journey as this resource evolves from specialized certification notes to a broader platform for knowledge sharing!