Practical AI Cross over - doraithodla/notes GitHub Wiki

Topics

  • Low resource AI
  • Prediction Guard
  • Fully connected episodes for discussing tech instead of doing interviews
  • Meta Flow - Model life cycles
  • Task specific models
  • LLM Ops? LLMs evaluating LLMs
  • Linguistic diversity (will bring different probles to the fore to discuss). Of the top 100 languages, only three are four are covered by NLP - English, German, Spanish, Mandarin
  • ML for small orgs
  • Connecting models to workflows that solve problems
  • AI Engineering
  • We are using only about 10% of the capabilities of our models
  • Prompting, Chaining, aumenting
  • Model centric vs data centric

Companies/Products

  • HelloSwag, RodoFlow, LabelStudio

Other podcasts, video series, tracking developments

  • The capabilities of LLMs
  • HF model download stats (InfoMinder)

Misc

  • Jonh Deer has an entire Kubernetics cluster in their tractors #practical AI