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AI4Polymer Community

AI4Polymer Community is an open hub for AI-driven polymer discovery. It connects curated literature, polymer databases, tutorials, machine-learning algorithms, web prediction tools, and community discussion into one coherent platform.

The site is designed to support three audiences:

  • Researchers who need a faster path from papers and datasets to reproducible experiments.
  • Industrial teams that want to scout candidate polymers and evaluate AI-assisted screening workflows.
  • Partners or investors who need to understand why polymer intelligence can become a valuable data and software platform.

What is included

  • Paper Survey: literature intelligence for property prediction, inverse design, generative models, and molecular dynamics.
  • Database Collection: entry points for experimental, computational, commercial, and specialized polymer data sources.
  • Tutorials: onboarding paths for polymer informatics and reproducible machine-learning workflows.
  • ML Algorithms: reusable modeling workflows connected to PyPolyML.
  • Web Predictor: product-facing path for polymer property screening and partner demos.
  • Community Hub: discussion layer for contributions, validation, and collaboration.

Why this matters

Polymer R&D knowledge is fragmented across papers, datasets, scripts, and isolated tools. AI4Polymer Community reframes those assets as a platform:

  • Data moat: curated sources can become a domain-specific materials knowledge base.
  • Workflow wedge: tutorials, algorithms, and predictors reduce adoption friction for R&D users.
  • Community loop: contributors can continuously add papers, datasets, benchmarks, and validation.

Local development

This is a GitHub Pages/Jekyll static site.

bundle exec jekyll serve

If Jekyll is not installed locally, the site still remains mostly plain HTML/CSS/JS and can be inspected directly from the repository. GitHub Pages will process the front matter and layouts during deployment.

Repository map

_layouts/              Shared page layouts
_includes/             Navigation, head, and footer partials
assets/css/main.css    Site-wide visual system
assets/js/search.js    Local resource search and mission recommendations
assets/data/           Static search index
pages/                 Public section pages
content/               Git submodule targets for connected repositories

Connected repositories

Contact

For collaboration, research partnerships, or platform discussions, contact tanshiqian@outlook.com.

About

A community for AI4Polymer with papers, tutorials, datasets, and web apps.

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