NeuML — 2021 Year in Review

Recapping 2021 and looking ahead to 2022

txtai

  • 408 total commits on GitHub
  • 141 total issues resolved on GitHub
  • 9 releases. Entered the year at v1.5.0 and finished at v3.7.0 with a big 4.0 release coming soon!
  • Lines of code grew over 500%

Path ahead for 2022

Looking ahead, txtai 4.0 will be released in early 2022. 4.0 adds content storage, querying with SQL, object storage, reindexing and index compression. This notebook covers 4.0 with a series of examples covering what’s new.

paperai

  • 52 total commits on GitHub
  • 24 total issues resolved on GitHub
  • 5 releases. Entered the year at v1.5.0 and finished at v1.10.0.

codequestion

  • 11 total commits on GitHub
  • 2 total issues resolved on GitHub
  • 3 releases. Entered the year at v1.1.0 and finished at v1.4.0.

tldrstory

  • 11 total commits on GitHub
  • 2 total issues resolved on GitHub
  • 2 releases. Entered the year at v1.2.0 and finished at v1.4.0.

neuspo

Consulting Services

  • Model Development Create custom AI, Machine Learning and/or NLP models to excel in industry-specific domains
  • Training Group training covering how to implement our open-source stack
  • AI-driven Literature Review Automate reviews of large-scale unstructured literature datasets
  • Market Research Gather statistics on specific market trends and competitive analysis
  • Social Media Analytics Sentiment analysis, event discovery, trend detection and summarization

Wrapping up

This article covered the state of NeuML’s projects and efforts in 2021 and plans for 2022. The overarching theme here was one of consolidation. As new open-source projects have been created, the best ideas have ultimately rolled up into txtai. Then those newer projects integrate logic with the updated versions of txtai.

Founder/CEO at NeuML — applying machine learning to solve everyday problems. Previously co-founded and built Data Works into a successful IT services company.