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active-learning

Play with active learning

https://github.com/usnistgov/active-learning

Science Score: 52.0%

This score indicates how likely this project is to be science-related based on various indicators:

  • ✓
    CITATION.cff file
    Found CITATION.cff file
  • ✓
    codemeta.json file
    Found codemeta.json file
  • ✓
    .zenodo.json file
    Found .zenodo.json file
  • ○
    DOI references
  • ○
    Academic publication links
  • ○
    Academic email domains
  • ✓
    Institutional organization owner
    Organization usnistgov has institutional domain (www.nist.gov)
  • ○
    JOSS paper metadata
  • ○
    Scientific vocabulary similarity
    Low similarity (6.0%) to scientific vocabulary
Last synced: 10 months ago · JSON representation ·

Repository

Play with active learning

Basic Info
  • Host: GitHub
  • Owner: usnistgov
  • License: other
  • Language: Jupyter Notebook
  • Default Branch: main
  • Size: 32.6 MB
Statistics
  • Stars: 2
  • Watchers: 2
  • Forks: 4
  • Open Issues: 0
  • Releases: 2
Created almost 4 years ago · Last pushed almost 2 years ago
Metadata Files
Readme License Citation

README.md

Active Learning

Repository for work related to Liu et al. "Active Learning Using Various Representations." Digital Discovery (in peer review, submitted 03/09/2024)​

Installation

Conda

Install Mamba. The environment is contained in the environment.yml file. It's name is active-learning so remove it if it already exists.

$ mamba env remove -n active-learning

Then create the new environment

$ mamba env create -f environment.yml
$ mamba activate active-learning

To test that things are working.

$ cd 2D

Edit config.yml and set n_iterations: 1 so that the job runs quickly and then run

$ snakemake --cores 1

It should generate a file called plot.png in the job_name directory defined in config.yml. Check that the plot looks reasonable.

Owner

  • Name: National Institute of Standards and Technology
  • Login: usnistgov
  • Kind: organization
  • Location: Gaithersburg, Md.

Department of Commerce

Citation (CITATION.cff) 

cff-version: 1.2.0
message: "If you use this software, please cite it as below."
authors:
 - family-names: "Wheeler"
   given-names: "Daniel"
   orcid: https://orcid.org/0000-0002-2653-7418
title: "Software for Active Learning Using Various Representations"
version: 0.1
date-released: 2024-07-08
doi: 10.5281/zenodo.12693101
url: https://github.com/usnistgov/active-learning

GitHub Events

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  • Fork event: 2