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How machine learning works

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Not an actual dog brain

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Mouse brain wiring (simplified)

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❌ Not how neural networks work

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✅ How neural networks really work

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Deep Neural Network Diagram by Mikkel Duif (2019)

Generative AI inherits bias from training data

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Generative AI can't be detected

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Generative AI creates novelty by averaging

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Generative AI fabricates lies

"91% sure this is a dog"

Google Cloud vision test, 2018

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“I'm trying to plan a 22 mile trail route in a city in my state. I asked ChatGPT for route suggestions a few times and each time it just made stuff up--once it made up a trail that doesn't exist (to connect two other trails that do) and other times to say to go from one trail to another when the trails are miles apart”

—Katie, New Mexico, March 2023

Neural networks learn by making mistakes

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We can't ignore generative AI

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Opportunistic v. prescriptive tasks

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Sample demos of GPT-4

Write a Lesson Plan

Generate Multiple Choice Questions

Edit prose according to a standard

Act as a Socratic Tutor

Debug Code (Simple Syntax)

Debug Code (Simple Logic)

Conduct a Mock Interview

Analyze Reports and Visualize Data

Exit poll

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