Coder Social home page Coder Social logo

shamsbasir / investigating_mitigating_failure_modes_in_pinns Goto Github PK

View Code? Open in Web Editor NEW
14.0 6.0 5.0 4.3 MB

This repository contains the code and models for our paper "Investigating and Mitigating Failure Modes in Physics-informed Neural Networks(PINNs)"

License: MIT License

Jupyter Notebook 99.55% Python 0.45%
adaptive-optimizer constrained-optimization differential-equations lagrange-multipliers loss-landscape neural-networks unconstrained-optimization

investigating_mitigating_failure_modes_in_pinns's Introduction

Hi ๐Ÿ‘‹, I'm Shams Basir

A passionate senior manager, data scientist at Bristol Myers Squibb

shamsbasir

shamsbasir

  • ๐Ÿ”ญ Iโ€™m working on leveraging large langauge models (LLMs) to develop intelligent AI agents that can interact with external data sources to perform complex tasks in healthcare.

  • ๐Ÿ’ฌ Ask me about generative AI, deep learning, machine learning, computational fluid dynamics.

  • ๐Ÿ“ซ How to reach me [email protected]

  • โšก Fun fact I have two B.Sc degrees in aerospace engineering and civil engineering

Connect with me:

shamsulhaqbasir

Languages and Tools:

aws bash c cplusplus docker git kubernetes linux matlab mysql pandas photoshop python pytorch scikit_learn seaborn sqlite tensorflow

shamsbasir

ย shamsbasir

shamsbasir

investigating_mitigating_failure_modes_in_pinns's People

Contributors

shamsbasir avatar

Stargazers

 avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar

Watchers

 avatar  avatar  avatar  avatar  avatar  avatar

Recommend Projects

  • React photo React

    A declarative, efficient, and flexible JavaScript library for building user interfaces.

  • Vue.js photo Vue.js

    ๐Ÿ–– Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.

  • Typescript photo Typescript

    TypeScript is a superset of JavaScript that compiles to clean JavaScript output.

  • TensorFlow photo TensorFlow

    An Open Source Machine Learning Framework for Everyone

  • Django photo Django

    The Web framework for perfectionists with deadlines.

  • D3 photo D3

    Bring data to life with SVG, Canvas and HTML. ๐Ÿ“Š๐Ÿ“ˆ๐ŸŽ‰

Recommend Topics

  • javascript

    JavaScript (JS) is a lightweight interpreted programming language with first-class functions.

  • web

    Some thing interesting about web. New door for the world.

  • server

    A server is a program made to process requests and deliver data to clients.

  • Machine learning

    Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.

  • Game

    Some thing interesting about game, make everyone happy.

Recommend Org

  • Facebook photo Facebook

    We are working to build community through open source technology. NB: members must have two-factor auth.

  • Microsoft photo Microsoft

    Open source projects and samples from Microsoft.

  • Google photo Google

    Google โค๏ธ Open Source for everyone.

  • D3 photo D3

    Data-Driven Documents codes.