CFD & Simulation
What Is Computational Fluid Dynamics?
A clear introduction to CFD: what it solves, how the equations are discretised, and when a simulation can be trusted.
11 min readBy Dr. Elena Marchetti
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Machine Learning
Machine Learning for Engineers: A Practical Introduction
How engineers can apply supervised learning to real measurement and simulation data without a computer science degree.
13 min readBy Amara Okafor
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ANSYS Fluent vs. OpenFOAM: Which One Should You Use?
A balanced comparison of licensing, solver capability, meshing, scripting and support for industrial and academic work.
10 min readBy Dr. Elena Marchetti
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Artificial Intelligence
How Neural Networks Learn
Forward pass, loss, backpropagation and gradient descent explained step by step with a minimal worked example.
12 min readBy Amara Okafor
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3D Printing & Modeling
Beginner's Guide to 3D Printing
From CAD model to finished part: printers, materials, slicing settings and the checks that prevent failed prints.
9 min readBy Priya Raman
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Python Automation for Engineering Tasks
Automate repetitive engineering work: batch post-processing, report generation and reproducible calculation scripts.
10 min readBy Sofia Lindqvist
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Latest tutorials
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Run Your First OpenFOAM Simulation
Set up, mesh, run and post-process a laminar pipe flow case from the command line.
45 min
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Train Your First Machine Learning Model in Python
Build, evaluate and interpret a regression model on a small engineering dataset.
35 min
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Automate CFD Post-Processing with Python
Batch-read solver monitors, compute averaged quantities and generate a comparison report.
50 min
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Prepare a CAD Model for 3D Printing
Export, repair and slice an STL so the printed part matches the design intent.
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Set Up a Fire Simulation in FDS
Define geometry, burners, ventilation and output devices for a compartment fire study.
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Git and GitHub for Engineers
Version simulation scripts and calculation notebooks without losing work or overwriting colleagues.
40 min
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Explore mind maps, cheat sheets and structured summaries designed to make complex technical subjects easier to understand and remember.
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Turbulence Model Selection Chart
Choose between k-epsilon, k-omega SST, LES and hybrid models by flow type.
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MAE, RMSE, R2, precision, recall and F1 with when-to-use guidance.
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Python for Engineers Roadmap
A staged learning path from syntax to automated engineering pipelines.
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Heat Transfer Formula Summary
Conduction, convection and radiation relations with dimensionless groups.
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3D Printing Troubleshooting Map
Symptom-to-cause diagram for the most common print defects.
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