In this video, learn how to deeply know an algorithm, what it means to know what is happening within an algorithm, how is it created, and how it can be understood and monitored.
- [Instructor] Algorithm design. … Taking a step back, … we've spoken generally about what algorithms are … and some elements of why it's important … that they're responsible. … But what exactly is a process of creating an algorithm … and what exact steps are needed to make it responsible? … Every project can be seen as a set of winding roads, … and in a way, it follows a similar process, … a familiar process, … but they're all different in their own way. … I'll go through a number of different steps … along an algorithm design process … and how you can add responsible elements. … How can we follow a responsible process? … How can the current process change? … Current process that I have starts with a purpose. … This is usually a business case or a driving reason … why you'd need an automated decision system. … This can take the form of a living document … or a shared plan between a project team. … The second step involves sampling of the data … to build the system. … A number of people believe that this …
Author
Released
10/28/2020Skill Level Beginner
Duration
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Introduction
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1. Introduction
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Introduction1m 32s
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What is AI?1m 41s
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Example case studies1m 5s
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2. Overview and Risks
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Risks of irresponsible AI1m 40s
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Challenge: Brainstorm a risk1m 12s
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3. Comprehension
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Understanding algorithms2m 54s
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Understanding decisions1m 39s
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4. Best Practices
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Global policies2m 13s
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Best practice2m 42s
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Challenge: Policy search1m 9s
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Solution: Policy search2m 28s
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Conclusion
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Video: Understanding algorithms