Taking back control of your AI development

Short presentation from the Feminist AI unconference at PyData London, covering the current focus of my work.

Transcript

1. Taking back control of your Feminist AI Ines Montani ines.io explosion.ai
2. spacy.fyi/ai-revolution B Independent from ?
3. spacy.fyi/ai-revolution B Independent from ? open source
4. spacy.fyi/ai-revolution B Independent from ? open source build in-house
5. spacy.fyi/ai-revolution B Independent from ? Maximalism explosion.ai/blog/against-llm-maximalism open source build in-house
6. explosion.ai/blog/human-in-the-loop-distillation training your own cla ss ifiers
7. accurate explosion.ai/blog/human-in-the-loop-distillation training your own cla ss ifiers
8. fast accurate explosion.ai/blog/human-in-the-loop-distillation training your own cla ss ifiers
9. fast accurate small explosion.ai/blog/human-in-the-loop-distillation training your own cla ss ifiers
10. fast accurate small data-private explosion.ai/blog/human-in-the-loop-distillation training your own cla ss ifiers
11. fast accurate small data-private cheap explosion.ai/blog/human-in-the-loop-distillation training your own cla ss ifiers
12. fast accurate small data-private cheap reliable explosion.ai/blog/human-in-the-loop-distillation training your own cla ss ifiers
13. fast accurate small data-private cheap reliable modular explosion.ai/blog/human-in-the-loop-distillation training your own cla ss ifiers
14. fast accurate small data-private cheap reliable modular software development best practices explosion.ai/blog/human-in-the-loop-distillation training your own cla ss ifiers
15. fast accurate small data-private cheap reliable modular transparent software development best practices explosion.ai/blog/human-in-the-loop-distillation training your own cla ss ifiers
16. fast accurate small data-private cheap reliable modular transparent explainable software development best practices explosion.ai/blog/human-in-the-loop-distillation training your own cla ss ifiers
18. operationally annoying
19. many steps operationally annoying
20. many steps operationally annoying you n ee d to run lots of stu ff !
21. many steps operationally annoying data development you n ee d to run lots of stu ff !
22. many steps operationally annoying data development you n ee d to run lots of stu ff ! automation annotation
23. many steps operationally annoying data development infrastructure you n ee d to run lots of stu ff ! automation annotation
24. many steps operationally annoying data development infrastructure you n ee d to run lots of stu ff ! automation annotation GPU
25. many steps operationally annoying data development infrastructure NLP expertise you n ee d to run lots of stu ff ! automation annotation GPU
26. many steps operationally annoying data development infrastructure NLP expertise you n ee d to run lots of stu ff ! How to empower subject ma tt er experts? automation annotation GPU
27. beta.ellf.ai join beta + Waitlist
28. beta.ellf.ai join beta + Waitlist ✳ Claude Code ❯ / /ellf-project Plan the project and break down business problem /ellf-annotate Define labels, components and annotate data /ellf-prodigy Implement workflows for the Prodigy annotation tool /ellf-patterns Interactively develop patterns and rule-based logic /ellf-train Train and export custom models and components /ellf-ask Ask specific questions and query the knowledge base skills
29. beta.ellf.ai join beta + Waitlist ✳ Claude Code ❯ / /ellf-project Plan the project and break down business problem /ellf-annotate Define labels, components and annotate data /ellf-prodigy Implement workflows for the Prodigy annotation tool /ellf-patterns Interactively develop patterns and rule-based logic /ellf-train Train and export custom models and components /ellf-ask Ask specific questions and query the knowledge base skills platform
30. beta.ellf.ai join beta + Waitlist ✳ Claude Code ❯ / /ellf-project Plan the project and break down business problem /ellf-annotate Define labels, components and annotate data /ellf-prodigy Implement workflows for the Prodigy annotation tool /ellf-patterns Interactively develop patterns and rule-based logic /ellf-train Train and export custom models and components /ellf-ask Ask specific questions and query the knowledge base skills platform talk
31. beta.ellf.ai join beta + Waitlist LinkedIn ✳ Claude Code ❯ / /ellf-project Plan the project and break down business problem /ellf-annotate Define labels, components and annotate data /ellf-prodigy Implement workflows for the Prodigy annotation tool /ellf-patterns Interactively develop patterns and rule-based logic /ellf-train Train and export custom models and components /ellf-ask Ask specific questions and query the knowledge base skills platform talk