Scripts, Structures & Solutions

A hub for technical knowledge, engineering resources, and Python-powered calculation tools.

Knowledge Base

Concise references across data science, programming, and engineering — sourced from jshiriyev/data-science-guide. Updated weekly.

Browse every sheet on data-science-guide →


Resources & Downloads

Lecture notes, reference sheets, and worked material, shared from Google Drive.

Engineering

Engineering Ethics

Professional responsibility, codes of conduct, case studies, and ethical decision frameworks for engineers.

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Science

Probability & Statistics

Distributions, inference, hypothesis testing, Bayesian methods, and regression reference sheets.

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Machine Learning

Machine Learning Algorithms

Algorithm summaries, model selection guides, evaluation metrics, and scikit-learn workflow references.

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Science

Scientific Computing

Numerical methods, SciPy workflows, ODE solvers, interpolation, optimization, and linear algebra references.

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Engineering

Fluid Mechanics

Continuity, Bernoulli, Navier-Stokes basics, pipe flow, dimensionless numbers, and boundary layer references.

⬇ Coming Soon
Petroleum Engineering

Formation Evaluation

Well log interpretation, petrophysical equations, porosity and permeability estimation, saturation models.

Open in Drive ↗
Petroleum Engineering

Reservoir Simulation

Finite difference methods, grid design, fluid flow equations, history matching, and simulation workflow guides.

Open in Drive ↗

Python Tools

Upload a spreadsheet, run a Python calculation, and download the result as CSV.

Tool 1 — Placeholder

Your Python package name here

Describe what this tool calculates, the input columns it expects, and what the output CSV contains.

Drag & drop a file, or browse .csv, .xlsx, .xls · max 10MB

Tool 2 — Placeholder

Your Python package name here

Describe what this tool calculates, the input columns it expects, and what the output CSV contains.

Drag & drop a file, or browse .csv, .xlsx, .xls · max 10MB

Tool 3 — Placeholder

Your Python package name here

Describe what this tool calculates, the input columns it expects, and what the output CSV contains.

Drag & drop a file, or browse .csv, .xlsx, .xls · max 10MB