Scientific ML · PINNs · Neural Operators · LaTeX · Statistics
We offer research consulting in Physics-Informed Neural Networks (PINNs), Neural Operators (FNO/DeepONet), and Scientific Machine Learning — a niche almost no Pakistani consultancy covers at this technical depth.
Our services are built on real published research, not just formatting templates. We help MS/PhD students, university faculty, and independent researchers who work at the intersection of mathematics, physics, and deep learning.
Services
Three service tiers, from deep technical consulting to manuscript polish. Pick what fits your need.
PINNs & Neural Operator Implementation
Architecture design, loss formulation, causal weighting, eikonal regularization, and ablation strategy for your specific PDE and domain.
∂u/∂t + N[u] = fFNO / Neural Operator Surrogates
Fourier Neural Operator training pipelines — data generation, autoregressive rollout, LHS parameter sweeps, and operator-learning best practices.
𝒢: a(x) → u(x)Research Methodology Advice
Ablation study design and interpretation, benchmark selection, adaptive collocation (RAR/RAD), and learning rate scheduling strategy for ML+math theses.
‖u − û‖₂ / ‖u‖₂Statistical Analysis
LHS sampling, regression, hypothesis testing, results interpretation, and CPI/ranking methodology for parametric studies.
σ² = E[(X−μ)²]FYP & Undergraduate Project Support
Mentoring and technical support for Engineering, Mathematics, Physics, Computer Science, and Data Science projects — from topic selection and modelling to coding, analysis, report and presentation guidance.
FYP · Model · Simulate · PresentLaTeX Manuscript Formatting
Full manuscript formatting for any journal template — Elsevier, AIP, IOP, IEEE, MDPI. Acronym compliance, bibliography, figure alignment.
\documentclassGrammar & Technical Proofreading
American/British English editing with scientific clarity — for non-native English writers submitting to international journals.
∵ clarity ∴ acceptanceReference List & Citation Audit
Citation formatting (APA, AMS, numbered), gap-filling, ordering compliance, and CrossRef DOI verification.
[1] Author, J. (2024)Figure & Table Formatting
Journal-compliant figures (DPI, colour space, captions), matplotlib/Python polish, table formatting for results sections.
300 dpi · CMYKJournal Selection
Best-fit journal analysis and rationale for SciML papers — scope match, impact factor, HEC category, turnaround time, and open access options.
Reviewer Response Preparation
Point-by-point rebuttal drafting — converting reviewer criticism into strengthened arguments without sounding defensive.
arXiv / Zenodo Preprint Setup
End-to-end preprint submission: account setup, metadata, category selection, DOI assignment, and license choice.
Thesis & Synopsis Guidance
MS/MPhil thesis structure review, chapter coherence, methodology framing, and synopsis preparation for HEC submission.
Pricing
All prices in Pakistani Rupees (PKR). Exact quotes provided after a free 15-minute consultation.
💡 Pay after publication option available for editing and formatting services. First consultation (15 min) is always free.
| Service | Details | Price (PKR) |
|---|---|---|
|
LaTeX Formatting
Tier 2 — Editing
|
Full manuscript, any journal template | 4,000 – 7,000 |
|
Technical Proofreading
Tier 2 — Editing
|
Grammar + scientific clarity | 3,000 – 6,000 |
|
Reference Audit
Tier 2 — Editing
|
Citation formatting + gap check + DOI verify | 2,000 – 3,500 |
|
Figure / Table Formatting
Tier 2 — Editing
|
Journal-compliant visuals, captions | 2,000 – 4,000 |
|
Journal Selection
Tier 3 — Guidance
|
Best-fit journal analysis + rationale report | 2,500 |
|
Reviewer Response
Tier 3 — Guidance
|
Point-by-point rebuttal drafting | 5,000 – 10,000 |
|
PINNs Consulting (1 hr)
Tier 1 — Consulting
|
Architecture, loss design, debugging session | 3,000 – 5,000 |
|
Statistical Analysis
Tier 1 — Consulting
|
LHS, regression, hypothesis testing | 5,000 – 15,000 |
|
arXiv / Zenodo Setup
Tier 3 — Guidance
|
Preprint submission end-to-end | 1,500 |
|
Full Paper Package
Best value — All tiers
|
Formatting + proofreading + journal selection | 10,000 – 18,000 |
Why Us
Unlike generic formatting services, we specialise in scientific machine learning and applied mathematics.
Our work is published in international journals including MLST (IOP) and Elsevier — not just a formatting shop.
We debug training loops and format manuscripts from the same desk. Code review and manuscript editing are not two separate teams.
We know the difference between Y, X, and W category journals and how to target them correctly for promotion and PhD admission purposes.
Fast response, affordable PKR pricing, and understanding of the local academic system — without sacrificing international publication standards.
We guide you toward journals with active indexing — Google Scholar, Scopus, Web of Science — so your work gets the visibility it deserves.
From submission to revision to final acceptance — we support the full lifecycle, including responding to reviewers and handling editorial requests.
Contact
Are you an MS or PhD student struggling with LaTeX formatting, a stalled PINN experiment, reviewer comments you don't know how to respond to, or choosing the right journal? We've been there — and we can help.
🎁 First consultation is FREE — 15-minute call or WhatsApp chat, no commitment. We'll tell you exactly what your paper needs.