In this video, learn how to deeply know a decision, something that has been debated for decades but can be easily audited with current technology.
- [Instructor] Decision design. … Getting a model into production is challenging enough, … but it's only the beginning. … It's also in a long-forgotten stage … after the decision part takes over. … Well, perhaps not forgotten, but more of a mystical stage … where the creative steps that were taken … now need to be managed in the real world. … A simple description would be … a number of doors to choose from, … or a number of different paths … that need to be taken with the model. … If the creation process is a winding road, … the decision process is like infinite roads, … many different ways to use the newly casted tools. … Again, it starts with purpose. … The first stage is to review … exactly what was the need of the model originally. … The cost of decision then needs … to also be continually reviewed. … So this is both the benefit … of having an improved automatic decision, … and the cost of making an incorrect decision. … The manual override process is a way of going back in time …
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 decisions