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Workflows distribuídos de AI com Elixir e Livebook

Avatar for Hugo Baraúna Hugo Baraúna
September 28, 2024
Programming
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110

Workflows distribuídos de AI com Elixir e Livebook

Avatar for Hugo Baraúna

Hugo Baraúna

September 28, 2024
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Transcript

  1. Work fl ows Distribuídos de IA com Elixir e Livebook

    By Hugo Baraúna (@hugobarauna)

  2. Functional Concurrent Distributed {

  3. livebook-dev/livebook

  4. Work fl ows Fine tuning de um modelo 1 Inferência

    usando um modelo 2
  5. None

  6. “Quantas dessas 1,500,000 patentes tem relevância pra gente”

  7. “Temos um dataset de 8,000 patentes marcadas como relevantes ou

    não”

  8. Solução Treinar um modelo classi fi cador de patentes relevantes

    para o cliente

  9. Hugo Baraúna @hugobarauna Dev advocate @ Livebook 🥑 Eng. Computação

    - Poli USP 💻 Co-fundador @ Plataformatec 🖇

  10. Live coding

  11. Próximos passos

  12. Install Livebook https://livebook.dev

  13. Livebook Neural Network Smart cells https://livebook.dev

  14. AI GPU Clusters com Livebook & Fly.io https:// fl y.io/blog/ai-gpu-clusters-from-your-laptop-livebook/

  15. Case de AI com Elixir https://youtu.be/5FlZHkc4Mq4

  16. Livro sobre Machine Learning em Elixir https://pragprog.com/titles/smelixir/machine-learning-in-elixir/

  17. Código das demos https://github.com/hugobarauna/livebook-notebooks/tree/main/sorry-dave

  18. obrigado livebook-dev/livebook livebook.dev @livebookdev @hugobarauna