How Developers Are Hacking AI to Shape the Future of Humanity
Offered By: Arm Software Developers via YouTube
Course Description
Overview
Syllabus
- Dr Rumman Chowdhury's introduction.
- Accessibility and design of AI systems, particularly in the context of chat GPT.
- Recurrence of bias in AI discussions since 2017.
- Importance of maintaining an open culture in technology development.
- Concept of moral outsourcing and its impact on the perception of AI technology.
- Implementation of regulations and standards for AI development.
- Definition and role of algorithmic audits and auditors.
- Importance of creating standards and a community consensus for algorithmic auditing and assessment.
- First algorithmic bias bounty launched at Twitter in 2021.
- Importance of public engagement and structured public feedback in AI model development.
- Role of generative AI in no-code bias bounty programs.
- Significance of red teaming in AI security and the need for diverse expertise.
- Twitter's efforts to mitigate biases related to race and gender.
- Key statistics from the Defcon exercise, including challenges to test AI systems and data collected.
- Challenges during the Defcon exercise, such as prompt injections and multilingual inconsistencies.
- Plans for policy paper publication, data sharing, and open-source evaluation platform initiatives from the Humane Intelligence organization.
- The need for human oversight to ensure ethical use of AI systems.
- Fine-tuning AI models for specific use cases.
- Importance of ethical frameworks and principles to guide AI development.
- The NIST AI risk management framework.
- Methods and metrics for identifying and mitigating bias in AI algorithms.
- Enhancing the explainability and transparency of AI models.
- Software developers engaging with users to solve real-world problems effectively.
Taught by
Arm Software Developers
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