elastropy

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Elastropy is a training and learning platform focused on advanced AI/ML and Scientific Computing for engineers, researchers and technical teams. We create in-depth courses and structured training programs in areas such as Machine Learning, Scientific ML, PINNs, GenAI, PDE-based modeling, and engineering simulation and automation workflows — with an emphasis on fundamentals, mathematical clarity, and real-world applicability. Our content is shaped by hands-on R&D experience and the practical bottlenecks teams face in industry, not just textbook theory or surface-level demos. If you’re looking to build real understanding, not just follow recipes, Elastropy is built for you. For corporate training and collaborations, contact us at: www.elastropy.com/more/contact-us

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Stop Asking AI to Write Code First | Blueprint Workflow for PINNs

Stop Asking AI to Write Code First | Blueprint Workflow for PINNs elastropy

243 views - 1 month ago

Can GitHub Copilot Build a Real PINN from Scratch? (Step-by-Step Demo)

Can GitHub Copilot Build a Real PINN from Scratch? (Step-by-Step Demo) elastropy

186 views - 1 month ago

AI Powered PINNs Development Environment Setup using GitHub Copilot

AI Powered PINNs Development Environment Setup using GitHub Copilot elastropy

219 views - 1 month ago

PINNs vs Neural Operators: Build DeepONet from Scratch

PINNs vs Neural Operators: Build DeepONet from Scratch elastropy

613 views - 1 month ago

Time-Marching PINNs: Learning Dynamics Instead of Solutions

Time-Marching PINNs: Learning Dynamics Instead of Solutions elastropy

405 views - 1 month ago

Open WebUI Tool Servers Explained | FastAPI Currency Converter Demo | Standalone Tool vs Tool Server

Open WebUI Tool Servers Explained | FastAPI Currency Converter Demo | Standalone Tool vs Tool Server elastropy

352 views - 6 months ago

Open WebUI Tool Development From Scratch: Build & Use an ArXiv Search Tool

Open WebUI Tool Development From Scratch: Build & Use an ArXiv Search Tool elastropy

116 views - 6 months ago

Open WebUI Tools Explained | How LLMs Use Tools + Build a Currency Converter Tool

Open WebUI Tools Explained | How LLMs Use Tools + Build a Currency Converter Tool elastropy

187 views - 6 months ago

Query Decomposition + Fusion RAG Explained | Balanced Context and Better Retrieval

Query Decomposition + Fusion RAG Explained | Balanced Context and Better Retrieval elastropy

238 views - 7 months ago

HyDE RAG Explained | Hypothetical Document Embeddings for Better Retrieval

HyDE RAG Explained | Hypothetical Document Embeddings for Better Retrieval elastropy

277 views - 7 months ago

Building Agentic RAG from Scratch — Complete Guide to Turning Research Papers into Code

Building Agentic RAG from Scratch — Complete Guide to Turning Research Papers into Code elastropy

300 views - 8 months ago

Integrate LangChain Powered RAG Bot with Open WebUI | Build Your Own ChatGPT with Your PDFs

Integrate LangChain Powered RAG Bot with Open WebUI | Build Your Own ChatGPT with Your PDFs elastropy

1.8K views - 9 months ago

GPT-Powered Automatic Quiz Generation & Deployment via Google Forms + Apps Script

GPT-Powered Automatic Quiz Generation & Deployment via Google Forms + Apps Script elastropy

103 views - 9 months ago

Semantic Search App with Embeddings | Build AI-Powered Product Search using FAISS & Streamlit

Semantic Search App with Embeddings | Build AI-Powered Product Search using FAISS & Streamlit elastropy

291 views - 10 months ago

Build a Free Speech-to-Text App with OpenAI Whisper and Streamlit – No API Keys Needed - 100% Free!

Build a Free Speech-to-Text App with OpenAI Whisper and Streamlit – No API Keys Needed - 100% Free! elastropy

338 views - 11 months ago

Ask Your PDFs Anything with AI (RAG Tutorial) | Build Your Own ChatGPT for Documents

Ask Your PDFs Anything with AI (RAG Tutorial) | Build Your Own ChatGPT for Documents elastropy

1.2K views - 11 months ago

Inverse PINNs for Coupled ODEs: Estimate Multi Solution and Multi Unknown Parameters Simultaneously

Inverse PINNs for Coupled ODEs: Estimate Multi Solution and Multi Unknown Parameters Simultaneously elastropy

2.4K views - 1 year ago

Inverse Burgers' Equation: Simultaneous Solution & Viscosity Parameter Estimation Using PINNs

Inverse Burgers' Equation: Simultaneous Solution & Viscosity Parameter Estimation Using PINNs elastropy

1.4K views - 1 year ago

DeepXDE Tutorial #9: Solving Nonlinear System of PDEs: Schrödinger Equation with PINNs || PyTorch

DeepXDE Tutorial #9: Solving Nonlinear System of PDEs: Schrödinger Equation with PINNs || PyTorch elastropy

4.3K views - 1 year ago

DeepXDE Tutorial #8: Mastering Callbacks to Automate & Visualize Neural Network Training Predictions

DeepXDE Tutorial #8: Mastering Callbacks to Automate & Visualize Neural Network Training Predictions elastropy

1.1K views - 1 year ago

DeepXDE Tutorial #7: Master Solving System of ODEs with PINNs Using DeepXDE

DeepXDE Tutorial #7: Master Solving System of ODEs with PINNs Using DeepXDE elastropy

1.6K views - 1 year ago

DeepXDE Tutorial #6: Master Solving Burgers Equation with PINNs Using DeepXDE

DeepXDE Tutorial #6: Master Solving Burgers Equation with PINNs Using DeepXDE elastropy

1.5K views - 1 year ago

DeepXDE Tutorial #5: Mastering the Error() Method – Residuals & Gradients in PINNs

DeepXDE Tutorial #5: Mastering the Error() Method – Residuals & Gradients in PINNs elastropy

1.2K views - 1 year ago

DeepXDE Tutorial #4: Solving the Euler Beam Equation with Custom Boundary Conditions

DeepXDE Tutorial #4: Solving the Euler Beam Equation with Custom Boundary Conditions elastropy

1.5K views - 1 year ago

DeepXDE Tutorial #3: Robin and Periodic Boundary Conditions

DeepXDE Tutorial #3: Robin and Periodic Boundary Conditions elastropy

1.7K views - 1 year ago

DeepXDE Tutorial #2: Setting Up ODEs/PDEs & Boundary Conditions with Jacobian and Hessian

DeepXDE Tutorial #2: Setting Up ODEs/PDEs & Boundary Conditions with Jacobian and Hessian elastropy

2.7K views - 1 year ago

DeepXDE Tutorial #1: DeepXDE Setup and Overview | Physics Informed Neural Networks

DeepXDE Tutorial #1: DeepXDE Setup and Overview | Physics Informed Neural Networks elastropy

6.2K views - 1 year ago

Physics Informed Neural Networks (PINNs): Solving the Burgers Equation Step-by-Step Tutorial

Physics Informed Neural Networks (PINNs): Solving the Burgers Equation Step-by-Step Tutorial elastropy

7.1K views - 1 year ago

Physics Informed Neural Networks (PINNs) for Solving System of ODEs - A Beginner's Tutorial

Physics Informed Neural Networks (PINNs) for Solving System of ODEs - A Beginner's Tutorial elastropy

7.2K views - 1 year ago

Solving Newton's Law of Cooling with Physics Informed Neural Networks (PINNs)

Solving Newton's Law of Cooling with Physics Informed Neural Networks (PINNs) elastropy

6.7K views - 1 year ago

Physics Informed Neural Networks (PINNs) || Ordinary Differential Equations || Step-by-Step Tutorial

Physics Informed Neural Networks (PINNs) || Ordinary Differential Equations || Step-by-Step Tutorial elastropy

32.6K views - 1 year ago

Regression Using a Linear GAM - Concrete Strength Prediction Using Machine Learning Libraries

Regression Using a Linear GAM - Concrete Strength Prediction Using Machine Learning Libraries elastropy

587 views - 1 year ago

Automated Machine Learning Using TPOT- Concrete Strength Prediction Using Machine Learning Libraries

Automated Machine Learning Using TPOT- Concrete Strength Prediction Using Machine Learning Libraries elastropy

425 views - 1 year ago

Master 5 widely used Gradient Boosting Algorithms - Concrete Strength Prediction

Master 5 widely used Gradient Boosting Algorithms - Concrete Strength Prediction elastropy

514 views - 1 year ago

Concrete Strength Prediction Using ML Libraries: Random Forest Regression using sklearn

Concrete Strength Prediction Using ML Libraries: Random Forest Regression using sklearn elastropy

813 views - 1 year ago

Concrete Strength Prediction Using ML Libraries: Support Vector Regression using sklearn

Concrete Strength Prediction Using ML Libraries: Support Vector Regression using sklearn elastropy

432 views - 1 year ago

Master 6 Most Important Plots in Studies on Concrete Strength Prediction

Master 6 Most Important Plots in Studies on Concrete Strength Prediction elastropy

746 views - 1 year ago

Concrete Strength Prediction Using ML Libraries: Neural Networks with TensorFlow

Concrete Strength Prediction Using ML Libraries: Neural Networks with TensorFlow elastropy

1.2K views - 1 year ago

OpenSees v3.6.0 Source Code Compilation - Windows 11 - VS 2022 - Both OpenSees.exe and OpenSees.pyd

OpenSees v3.6.0 Source Code Compilation - Windows 11 - VS 2022 - Both OpenSees.exe and OpenSees.pyd elastropy

796 views - 1 year ago

Steel01Modified - Custom Material Models - Step-by-Step Implementation Guide - OpenSees

Steel01Modified - Custom Material Models - Step-by-Step Implementation Guide - OpenSees elastropy

840 views - 1 year ago

Steel01 - From Theory to Programming from Scratch - OpenSees - Cyclic Material Constitutive Model

Steel01 - From Theory to Programming from Scratch - OpenSees - Cyclic Material Constitutive Model elastropy

783 views - 2 years ago

Uniaxial Material Models: Master The Existing C++ Implementations || OpenSees || OpenSeesPy

Uniaxial Material Models: Master The Existing C++ Implementations || OpenSees || OpenSeesPy elastropy

851 views - 2 years ago

Decoding Hysteresis - Plotting Backbone Curves For Reversed Cyclic Pushover Curves in Python

Decoding Hysteresis - Plotting Backbone Curves For Reversed Cyclic Pushover Curves in Python elastropy

3.4K views - 2 years ago

Decoding Hysteresis - Extracting Single Cycles From Reversed Cyclic Pushover Curves

Decoding Hysteresis - Extracting Single Cycles From Reversed Cyclic Pushover Curves elastropy

1.7K views - 2 years ago

Example 7 - Earthquake Analysis of RC Frame - OpenSees Tcl to Python Script Migration Series

Example 7 - Earthquake Analysis of RC Frame - OpenSees Tcl to Python Script Migration Series elastropy

1.7K views - 2 years ago

A Visual Look at OpenSeesPy geomTransf Command

A Visual Look at OpenSeesPy geomTransf Command elastropy

1.8K views - 2 years ago

Komodo IDE for OpenSees Tcl

Komodo IDE for OpenSees Tcl elastropy

694 views - 2 years ago

OpenSees Tcl Script Migration to Python - Example 7 - Pushover Analysis of RC Frame - ChatGPT

OpenSees Tcl Script Migration to Python - Example 7 - Pushover Analysis of RC Frame - ChatGPT elastropy

1.6K views - 2 years ago

Concrete Compressive Strength Prediction Using PyTorch Machine Learning Library || Video 2 of 2

Concrete Compressive Strength Prediction Using PyTorch Machine Learning Library || Video 2 of 2 elastropy

567 views - 2 years ago

Concrete Compressive Strength Prediction Using PyTorch Machine Learning Library || Video 1 of 2

Concrete Compressive Strength Prediction Using PyTorch Machine Learning Library || Video 1 of 2 elastropy

755 views - 2 years ago

Concrete Compressive Strength Prediction Using Scikit Learn (sklearn) Machine Learning Library

Concrete Compressive Strength Prediction Using Scikit Learn (sklearn) Machine Learning Library elastropy

1.5K views - 2 years ago

The Ultimate Guide: Finding C++ Source Files for OpenSees Tcl and Python Commands - Video 2

The Ultimate Guide: Finding C++ Source Files for OpenSees Tcl and Python Commands - Video 2 elastropy

177 views - 2 years ago

The Ultimate Guide: Finding C++ Source Files for OpenSees Tcl and Python Commands - Video 1

The Ultimate Guide: Finding C++ Source Files for OpenSees Tcl and Python Commands - Video 1 elastropy

461 views - 2 years ago

OpenSees Source Code Debugging Using Python Input File || Breakpoints || Visual Studio 2022

OpenSees Source Code Debugging Using Python Input File || Breakpoints || Visual Studio 2022 elastropy

636 views - 2 years ago

OpenSees Source Code Debugging Using Tcl Input File || Breakpoints || Visual Studio 2022

OpenSees Source Code Debugging Using Tcl Input File || Breakpoints || Visual Studio 2022 elastropy

887 views - 2 years ago

Part 2 of Project 5 - Overcome Convergence Challenges - Earthquake Analysis Using OpenSeesPy

Part 2 of Project 5 - Overcome Convergence Challenges - Earthquake Analysis Using OpenSeesPy elastropy

688 views - 2 years ago

OpenSees v3.5.0 Source Code Compilation - Windows 11 - VS 2022 - Both OpenSees.exe and OpenSees.pyd

OpenSees v3.5.0 Source Code Compilation - Windows 11 - VS 2022 - Both OpenSees.exe and OpenSees.pyd elastropy

2.6K views - 2 years ago

Part 1 of Project 5 - Earthquake Analysis of RC Column Using OpenSeesPy - (Video 2 of 2)

Part 1 of Project 5 - Earthquake Analysis of RC Column Using OpenSeesPy - (Video 2 of 2) elastropy

629 views - 2 years ago

Part 1 of Project 5 - Earthquake Analysis of RC Column Using OpenSeesPy - (Video 1 of 2)

Part 1 of Project 5 - Earthquake Analysis of RC Column Using OpenSeesPy - (Video 1 of 2) elastropy

740 views - 2 years ago

Part 2 of Project 4 - Concrete Strength Prediction Using Saved Machine Learning Model Data

Part 2 of Project 4 - Concrete Strength Prediction Using Saved Machine Learning Model Data elastropy

1.1K views - 2 years ago