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Create pinn_vs_traditional_solvers.md
Brief description of the tutorial
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## 📝 Goal of the tutorial:
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This tutorial aims to document the performance trade-offs of using PINNs and high-fidelity traditional numerical solvers from the SciML ecosystem.
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## 🧪 Scope of Comparison:
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The comparison will be using a multi parameter PDE like the Burgers' or Heat Equation, where a physical parameter is varied.
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* Approach using PINNs : Train a single, continuous PINN model as a function of space, time, and the varied parameter.
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* Traditional Numerical Approach: Use an optimized solver to generate solutions across the same parameter range.
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**Status: Work In Progress (WIP)**

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