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Open Source Science

https://github.com/alan-turing-institute/thermodynamicanalyticstoolkit

Sampling-based approach to analyse neural networks using TensorFlow

https://github.com/alan-turing-institute/thermodynamicanalyticstoolkit

Science Score: 10.0%

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

  • ○
    CITATION.cff file
  • ○
    codemeta.json file
  • ○
    .zenodo.json file
  • ○
    DOI references
  • ○
    Academic publication links
  • ✓
    Committers with academic emails
    1 of 4 committers (25.0%) from academic institutions
  • ○
    Institutional organization owner
  • ○
    JOSS paper metadata
  • ○
    Scientific vocabulary similarity
    Low similarity (1.5%) to scientific vocabulary

Keywords

diffusion-maps hamiltonian-dynamics langevin-dynamics neural-networks sampling statistical-analysis thermodynamics
Last synced: 5 months ago · JSON representation

Repository

Sampling-based approach to analyse neural networks using TensorFlow

Basic Info
Statistics
  • Stars: 22
  • Watchers: 23
  • Forks: 3
  • Open Issues: 13
  • Releases: 0
Topics
diffusion-maps hamiltonian-dynamics langevin-dynamics neural-networks sampling statistical-analysis thermodynamics
Created over 8 years ago · Last pushed almost 7 years ago
Metadata Files
Readme License

README 

README.md

Owner

  • Name: The Alan Turing Institute
  • Login: alan-turing-institute
  • Kind: organization
  • Email: info@turing.ac.uk

The UK's national institute for data science and artificial intelligence.

GitHub Events

Total
Last Year

Committers

Last synced: about 2 years ago

All Time
  • Total Commits: 897
  • Total Committers: 4
  • Avg Commits per committer: 224.25
  • Development Distribution Score (DDS): 0.022
Past Year
  • Commits: 0
  • Committers: 0
  • Avg Commits per committer: 0.0
  • Development Distribution Score (DDS): 0.0
Top Committers
Name Email Commits
Frederik Heber f****r@g****m 877
ZofiaTr 3****r 15
Nick Barlow n****w@t****k 3
Nick Barlow n****w@I****l 2
Committer Domains (Top 20 + Academic)
turing.ac.uk: 1

Issues and Pull Requests

Last synced: 8 months ago

All Time
  • Total issues: 56
  • Total pull requests: 1
  • Average time to close issues: 26 days
  • Average time to close pull requests: 2 minutes
  • Total issue authors: 2
  • Total pull request authors: 1
  • Average comments per issue: 3.71
  • Average comments per pull request: 1.0
  • Merged pull requests: 0
  • Bot issues: 0
  • Bot pull requests: 0
Past Year
  • Issues: 0
  • Pull requests: 0
  • Average time to close issues: N/A
  • Average time to close pull requests: N/A
  • Issue authors: 0
  • Pull request authors: 0
  • Average comments per issue: 0
  • Average comments per pull request: 0
  • Merged pull requests: 0
  • Bot issues: 0
  • Bot pull requests: 0
View more stats
Top Authors
Issue Authors
  • FrederikHeber (42)
  • ZofiaTr (14)
Pull Request Authors
  • jamespjh (1)
Top Labels
Issue Labels
enhancement (16) documentation (9) bug (5) test deficiency (3) interface (2) question (2) code style (2) invalid (1) TBD (1) duplicate (1)
Pull Request Labels

Packages

  • Total packages: 1
  • Total downloads:
    • pypi 15 last-month
  • Total dependent packages: 0
  • Total dependent repositories: 1
  • Total versions: 2
  • Total maintainers: 1
pypi.org: tati

ThermodynamicAnalyticsToolkit - analyze loss manifolds of neural networks

  • Versions: 2
  • Dependent Packages: 0
  • Dependent Repositories: 1
  • Downloads: 15 Last month
Rankings
Dependent packages count: 10.1%
Stargazers count: 13.1%
Forks count: 19.1%
Dependent repos count: 21.6%
Average: 23.1%
Downloads: 51.5%
Maintainers (1)
FrederikHeber
Last synced: 6 months ago