What is the Pixel Process?
The pixel process is a powerful method for learning, and not just for data and computer science.
To work effectively with image data, you need to understand what’s in a single pixel: its value range, color representation (grayscale, RGB, RGBA), and image grid. Understanding a pixel is easy, while understanding an image is much more difficult. Even the most advanced computer vision techniques rely on pixel level data.
Pixels may seem small and basic, but they are the foundation for creating stunning visuals and impactful analytics.
Beyond Images
Complex systems often follow the principle: You have to understand the basic components before combining them into something greater.
Pixels → Images → Videos
Words → Sentences → Books
Numbers → Geometry → Calculus
Nucleotides → Genes → DNA → Chromosomes
A true understanding of higher level processes relies on an indepth understanding of lower ones.
Set Goals, Focus Effort
The pixel process is about breaking the complex into the manageable. Create a roadmap with achievable goals and notable milestones to master complex systems.
Equally important, is understanding that mastering everything is untenable. Get better results by having a focused objective, so you can efficiently build the skills you need.
Small steps, big impact—that’s the PixelProcess.
Values
Privacy First
Your privacy matters here. Tracking and analytics are disabled as much as possible. This site does not record user activity beyond basic traffic collected by GitHub Pages related to page visits. Voluntary feedback can optionally contain user information if a response is desired. This site can not control any browser based or computer based tacking information.
This means:
No automatic progress tracking
**No hidden data collection or ad targeting
If this changes, it will be clearly documented.
Ad-Free and Hassle-Free
This project exists to provide value, not generate income.
No ads
No pop-ups
No paywalls
Why you might ask? Because I get annoyed with those things when I am trying to find resources and work through problems. This site is designed to function how I prefer sites I visit to function.
Maintained by One Person
This is a personal project, designed, and maintained by one human.
What that means:
Please be patient with updates or fixes
Minor quirks may exist—thank you for understanding
No direct moderation or code review is available right now
If you want to improve or extend the project:
➡️ Fork the repository and build your version!
Thank you for being here and supporting the vision of accessible, thoughtful content without unnecessary friction.
Meet the Dev

D. Bugz, PhD
Developer
Data scientist with years of experience and a PhD in Psychology. He loves to share knowledge and specializes in automation, reproducibility, and troubleshooting. More than a decade of scientific research and programming with Python, R, and SQL, applied across diverse data types including neuroimaging, biological samples, surveys, and financial data. Skilled in methodologies including computer vision, natural language processing, classification/regression, time-series analysis, and both supervised and unsupervised learning. Proficient with cloud services (AWS, Azure), Git, GitHub, and Jupyter, and dedicated to optimizing workflows for research and industry applications.
🛠 Tech Stack
- Python
- R
- SQL
- Git
- SPSS
- MATLAB
- Jupyter
🧪 Methods
- Predictive Modeling
- Computer Vision
- Natural Language Processing (NLP)
- Experimental Design
- Exploratory Data Analysis (EDA)
⛰ Best Practices
- Production
- Stardard Operating Procedures (SOPs)
- Packaging
- Documentation
- Version Control
🗂 Data Types
- Tabular
- Time Series
- Images
- Text
👯 Extracurricular
- Reading Fantasy and Sci-Fi
- Walking my Teammates
- Cooking
- Video Games
Teammates

Crash
Chief Security Officer

Tux
Unpaid Intern
This site isn’t just for sharing what I know — it’s also where I figure things out. Every post reflects a step in my own process: experiments, revisions, and occasional wrong turns.
Share to all — data and tech savvy shouldn’t be paywalled
Learn by doing — every bug, every fix, every refactor teaches something
Keep growing — the goal isn’t mastery, it’s momentum
Welcome to PixelProcess
Hope you find something useful here — or learn from my mistakes and improve from that!