Code Monkey home page Code Monkey logo

uq4chemcam's Introduction

UQ for ChemCam

Codes for the "Neural Density Estimation and Uncertainty Quantification for Laser Induced Breakdown Spectroscopy Spectra" paper, accepted in the Machine Learning and the Physical Sciences Workshop at the 35th Conference on Neural Information Processing Systems (NeurIPS 2021).

Contents

  • LIBS_regression_per_oxide-git.ipynb - Performs regression for LIBS spectra and uncertainty propagation with bootstrapping
  • bootstrap_PLS_example.py - Example for implementing bootstrapping with PLS models

Datasets

Datasets can be made available upon request.

uq4chemcam's People

Contributors

katiana22 avatar natalieklein229 avatar

Stargazers

 avatar  avatar  avatar

Watchers

 avatar

Forkers

akashr1299

uq4chemcam's Issues

Dataset

Hello! Thank you for sharing this code with us! Is it possible to have the dataset you mentionned?

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.