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Responsible AI Algorithm Design

سرفصل های دوره

As AI technologies advance rapidly, embedding ethical practices into AI design practices is not just a necessity but an imperative to prevent biases and ensure trust in AI. This course equips you with the skills required to create systems that are ethically aligned, fair, and transparent, preventing biases and fostering trust in AI technology. Join instructor Isil Berkun as she shows you what it takes to master the ethical principles necessary to build and deploy AI systems responsibly. Along the way, discover critical topics such as bias mitigation, transparency, and privacy, culminating in hands-on challenges that translate ethical concepts into actionable AI development practices.

This course is integrated with GitHub Codespaces, an instant cloud developer environment that offers all the functionality of your favorite IDE without the need for any local machine setup. With GitHub Codespaces, you can get hands-on practice from any machine, at any time-all while using a tool that you'll likely encounter in the workplace. Check out the "Using GitHub Codespaces with this course" video to learn how to get started.


01 - Introduction
  • 01 - Welcome to responsible AI
  • 02 - What to expect from this course
  • 03 - Going over Codespaces

  • 02 - 1. Introduction to Responsible AI
  • 01 - Defining responsible AI
  • 02 - The pillars of responsible AI
  • 03 - Challenge Ethical dilemma analysis
  • 04 - Solution Frameworks for ethical decision-making in AI

  • 03 - 2. Risk and Regulation in AI
  • 01 - Risks in AI deployment
  • 02 - AI governance and policy
  • 03 - Challenge AI policy implementation plan
  • 04 - Solution AI policy implementation best practices

  • 04 - 3. Designing Ethical AI Systems
  • 01 - Technical foundations for ethical AI
  • 02 - Creating transparent and accountable AI
  • 03 - Challenge Design a transparent AI feature
  • 04 - Solution Techniques for building transparent AI

  • 05 - 4. Best Practices for Responsible AI
  • 01 - Building ethical AI with a human-centric approach
  • 02 - AI that works for humanity
  • 03 - Challenge Human-centric AI design exercise
  • 04 - Solution Integrating human-centric design in AI

  • 06 - Conclusion
  • 01 - Next steps
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    تاریخ انتشار: ۲۵ اردیبهشت ۱۴۰۴
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