Speaker 1: Rachel Thomas Speaker 2: Jeremy Howard

0:00 | Introduction 0:52 | Feedback Loops 2:23 | Software Bugs 3:40 | Bias in Advertising 5:31 | Why Does This Matter? 7:34 | Unintended Consequences 8:21 | Ethics Defined 12:37 | Core Topics 12:53 | Recourse and Accountability 14:03 | Cultural Context 15:50 | Data Contains Errors 18:01 | Technology Misuse 19:43 | Feedback Loops and Metrics 20:30 | Overemphasizing Metrics 27:10 | False Sense of Security 28:50 | Short-Term Metrics 30:50 | Disinformation 32:41 | AI Ethics and Global Issues 35:35 | Bias 38:55 | Volkswagen Example 41:16 | COVID-19 Contact Tracing 44:13 | Bias in Benchmarks 48:57 | AI Biases and Real-Life Biases 50:00 | Measurement Bias 52:40 | Humans are Biased 54:23 | Why Algorithmic Bias Matters? 57:28 | Interdisciplinary Work 58:52 | Ethical Creep 1:00:42 | Kathy O’Neill’s Book 1:02:15 | Analyzing Projects 1:02:40 | Should We Even Be Doing This? 1:03:57 | Gaydar 1:05:52 | Questions to Consider 1:08:06 | Simpler Models 1:09:01 | Transfer Learning 1:09:48 | Mulching Proposal 1:11:03 | Disinformation 1:14:01 | Disinformation Ecosystem 1:17:43 | Online Discussion 1:18:30 | GPTTO 1:20:38 | AI-Generated Images 1:21:44 | AI-Generated Comments 1:24:24 | AI Trolling 1:25:59 | AI Learning from AI Text 1:26:36 | AI Bots 1:27:58 | Digital Signatures 1:29:21 | Disinformation as a Cybersecurity Problem 1:29:56 | Ethical Foundations 1:30:50 | Social Media Companies and Neutrality 1:32:42 | Ethical Toolkit 1:34:58 | Ethical Risk Sweeping 1:39:23 | Expanding the Ethical Circle 1:41:53 | Think About the Terrible People 1:42:44 | Closing the Loop 1:44:45 | Diversity 1:46:39 | YouTube Chat 1:47:02 | Ethical Issue Bounty Program 1:48:53 | Tech Interviews 1:50:48 | Hiring from Networks 1:52:29 | Financial Incentives for Ethical Behavior 1:53:52 | Policy 1:54:07 | Facebook and the Rohingya Genocide 1:55:16 | Correcting Biases in AI vs. Humans 1:57:11 | Facebook’s Response to the Rohingya Genocide 1:58:46 | Policy and Ethical Behavior 2:00:05 | AI Ethics Issues 2:01:13 | Human Rights and Civil Rights 2:01:47 | Regulation 2:04:56 | Closing Note 2:06:39 | Full Course on Ethics