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IDEAS.

Thoughts on data engineering, software patterns, and the philosophy of building technical systems.

Architecture

The Secrets of Self

An exploration of identity through the lens of data structures and programming paradigms.

8 MIN READ
Architecture

The Elegance of Classes

Why Object-Oriented patterns still matter in an increasingly functional world. Lessons from system design.

6 MIN READ
Development

The Many Face of Functions

Understanding pure functions, state management, and side effects in complex data pipelines.

10 MIN READ
Kaggle Notebook

EDA with UnderSampling & Iterative Imputer

Advanced statistical visualizations and pitch maps for football analytics, leveraging Matplotlib and Seaborn.

Python ML
OOP Lab

The Brotherhood of __str__ & __repr__

Deep dive into Python's object representation dunder methods and their practical use cases.

Bit-Wise Pythonic
Data Wrangling

Data Cleaning after Web Scraping Audible

End-to-end data cleaning pipeline for complex, nested Audible scraped datasets.

Pandas Etl

Visit Blog: Expected Space

Full collection of technical articles and deep dives into engineering culture.

Browse All Articles

View Notebooks: xSpace

Explore hands-on code labs, experimental data pipelines, and research notebooks.

Explore Lab