Tags
Cloud, AWS
PiezoElectrics
Finite Element Analysis
Deep Learning
LLMs
GPT
Retrieval Augmented Generation (RAG)
PINNs
OpenWebUI
OpenRouter
PINNs Masterclass
New Tutorial Added
Updates
PiezoElectrics
Thermo-Piezoelectric FEM: From Deriving Full Governing Equations to Matrix Formulation
Piezoelectric FEM: Deriving Element Matrices for an 8-Noded Solid Element
Piezoelectric Coupling – Deriving the Full Governing Equations
Finite Element Analysis
u–p Formulation for Incompressible Solids: From Deriving Full Governing Equations to FEM Matrices
Deep Learning
PINNs vs Classical Solvers:
Why We Use PINNs When FEM or FDM Already Work
Why We Use PINNs When FEM or FDM Already Work
From Lagaris to Raissi: The Evolution of PINN Formulations
What Are Inverse PINNs and Why They Are Harder Than They Look
PINNs Beyond PDEs: What Changes When the Physics Is Written as an Integral
The Boundary Condition Lie: When “Satisfied” Doesn’t Mean “Enforced” in PINNs
Hard vs Soft Boundary Conditions in PINNs: What's the Difference and Why It Matters
The Unsung Hero - How Good Feature Engineering Outperforms Deep Models in Many Real-World Cases
What Recurrent Neural Networks Are Really Doing: A Simple Intuition
Clarity Is Not Simplicity: How Real Work Demands Sharp Thought
Automatic Differentiation Using Dual Numbers: A Clear and Intuitive Understanding
Neural Networks as Functions: Building the Right Intuition
LLMs
OpenWebUI Pipelines
Getting Started, Setup, Pitfalls, and First Pipeline
Getting Started, Setup, Pitfalls, and First Pipeline
Why Classic RAG Fails for Scientific Papers — And What To Do Instead
LLMs Don’t Break Loudly — They Drift Silently: Why Prompt Validation Is the Missing Guardrail in AI Systems
Same Input, Different Output: How LLM Drift Silently Broke Our Production Pipeline
Retrieval Augmented Generation (RAG)
Why Classic RAG Fails for Scientific Papers — And What To Do Instead
PINNs
PINNs vs Classical Solvers:
Why We Use PINNs When FEM or FDM Already Work
Why We Use PINNs When FEM or FDM Already Work
From Lagaris to Raissi: The Evolution of PINN Formulations
What Are Inverse PINNs and Why They Are Harder Than They Look
PINNs Beyond PDEs: What Changes When the Physics Is Written as an Integral
The Boundary Condition Lie: When “Satisfied” Doesn’t Mean “Enforced” in PINNs
Hard vs Soft Boundary Conditions in PINNs: What's the Difference and Why It Matters
PINNs Masterclass
PINNs Masterclass
Course Material Access Update
Course Material Access Update
New PINNs Tutorial Published:
Inverse Modeling of 2D Incompressible Navier–Stokes Equations (Full PyTorch Implementation)
Inverse Modeling of 2D Incompressible Navier–Stokes Equations (Full PyTorch Implementation)