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Introduction to Responsible AI Algorithm Design

Via LinkedIn Learning

LinkedIn Learning based on 19 ratings

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Overview

"Introduction to Responsible AI Algorithm Design" provides an essential foundation for understanding and implementing responsible AI practices in algorithm development. As artificial intelligence becomes more pervasive, the need for ethical, transparent, and accountable AI design is paramount. This course equips learners with the knowledge and tools to create AI systems that adhere to responsible and ethical standards, ensuring fairness, privacy, and trustworthiness.

Syllabus

Introduction

  • Getting started with responsible AI
  • What you should know

1. Introduction

  • Introduction
  • What is AI?
  • What does it mean to be responsible?
  • Example case studies
  • Challenge: Walk through case study
  • Solution: Highlight areas of case study

2. Overview and Risks

  • A day in the life of an algorithm
  • How algorithms are deployed and monitored
  • Responsible as an afterthought
  • Risks of irresponsible AI
  • Challenge: Brainstorm a risk
  • Solution: Brainstorm a risk

3. Comprehension

  • Understanding algorithms
  • Understanding decisions
  • Challenge: Real-world example of a system
  • Solution: Real-world example of a system

4. Best Practices

  • Global policies
  • Best practice
  • Challenge: Policy search
  • Solution: Policy search

Conclusion

  • Continuing on with responsible AI
Introduction to Responsible AI Algorithm Design
Go to Class

via LinkedIn Learning

39 minutes

Certificate Available

English

On-Demand

Intermediate

Instructor

Isil Berkun

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