The Road to Accountable AI Wendy Gonzalez: Managing the Humans in the AI Loop
Dec 12, 2024
Wendy Gonzalez, CEO of Sama, has transformed the company into a leader in AI data services, emphasizing human judgment in AI development. They discuss the vital role of human workers in training and validating models, as well as the ethical implications of outsourcing labor from developing nations. Wendy highlights Sama's commitment to transparency in wages and creating opportunities for underserved communities. The conversation also tackles the importance of cultural context and diversity in AI to enhance model accuracy and trust.
AI Snips
Chapters
Transcript
Episode notes
Human Validation's Role in AI
- Human validation is essential to ensure AI models perform accurately and responsibly.
- Understanding 'what good looks like' is vital to guide data quality and validation processes.
Fine-Tuning AI with Human Feedback
- Use humans to fine-tune AI by identifying accuracy issues in outputs like sentiment or wording.
- ML engineers adjust models based on human feedback to improve AI performance iteratively.
Importance of Cultural Context
- Cultural context significantly affects AI model performance across global regions.
- Diverse teams and data are needed to ensure AI understands regional nuances and reduces errors.