Scientific computing
Numerical models and reference solutions, with the assumptions made explicit.
- Python
- NumPy
- SciPy
AI evaluation · Mathematics · Frontend
Hi, I’m Imran.
I’m Muhammad Imran, a mathematics graduate from Layyah, Pakistan. I design and review mathematical and scientific tasks for AI evaluation, build web interfaces, and write free worked solutions for school mathematics.
Get in touchLayyah, Punjab, Pakistan
AI evaluation & research
Selected contributions
Computational STEM problems
Mindrift · CI-STEM project
Designing computation-heavy STEM problems, with Python reference solutions and scoring rubrics, to evaluate language models.
Scientific-computing task review
Mindrift · SciCode project
Reviewing and authoring Python tasks in scientific computing for correctness, reproducibility and complete specifications.
Worked-solution review
Photomath · 2023–2024
Writing and reviewing step-by-step solutions in algebra, geometry and calculus, checking every intermediate step as well as the answer.
About me
I like understanding things properly.
I studied mathematics at the University of Education, Lahore, and now work across AI evaluation, scientific problem authoring and web development.
I’m drawn to the part where an answer needs explaining: the assumption behind a result, the logic inside a program, or the step that makes something click for a learner. That is also why I teach, and why I’m building a free library of worked solutions.
- Degree
- BS Mathematics
- University
- University of Education, Lahore
- Years
- 2017–2021
Frontend & code
Projects
My own site and three frontend learning projects. Each case study says what I built, what I learned, and what I would change.
Personal project · In development
Frontend learning project
Interface experiment
JavaScript learning project
Portfolio & mathematics library
Worked solutions, configurable practice papers and the static build behind this site.
Frontend learning projectOmnifood
Responsive layout and visual hierarchy for a fictional food service.
Interface experimentAnimated sign-in interface
Sign-in and registration in one composition, with coordinated motion between states.
JavaScript learning projectThe Pig Game
A two-player dice game built around rules, decisions and changing state.
Inspect the layout CSS
/* Columns follow the browser's width: 1, 2 or 4. */
.demo-stage { container-type: inline-size; }
.preview-projects {
display: grid;
gap: 12px;
}
@container (width >= 480px) {
.preview-projects[data-layout=cards] {
grid-template-columns: repeat(2, minmax(0, 1fr));
}
}
@container (width >= 1000px) {
.preview-projects[data-layout=cards] {
grid-template-columns: repeat(4, minmax(0, 1fr));
}
}This is the CSS behind the layout above. Switch between Cards and List to see it change.
Mathematics & teaching
Learn with me
Start with a worked example in the free library, or work through a subject together in live lessons.
Free mathematics library
Worked solutions and practice papers for Punjab Class 9 and Class 10 mathematics.
One unit is published in each book so far. Classes 11 and 12 are planned.
One-on-one tutoring
Live online lessons in English or Urdu, with clear explanations and guided practice.
- Mathematics, Classes 9–12
- Python and web development
- Arabic and Quran recitation
Computing · Evaluation · Publishing
Tools & technical practice
AI evaluation
Reproducible runs, edge-case checks, and reasoning that can be inspected.
- Jupyter
- Git
- JSON
Mathematical authoring
Symbolic checks, clear figures, and complete mathematical explanations.
- LaTeX
- SymPy
- Matplotlib
Web development
Responsive layouts, semantic markup, and interfaces that work with a keyboard.
- HTML
- CSS
- JavaScript
Get in touch
Have something in mind?
An evaluation or research task, a website, or a subject you want to understand better. Tell me a little about it.
imranbinmanzoor1@gmail.comMessage sent
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