Stanford CS330 Deep Multi-Task & Meta Learning - Percy Liang Guest Lecture I 2022 I Lecture 17

For more information about Stanford's Artificial Intelligence programs visit: https://stanford.io/ai To follow along with the course, visit: https://cs330.stanford.edu/ To view all online courses and programs offered by Stanford, visit: http://online.stanford.edu Learn more about Percy Liang: https://cs.stanford.edu/~pliang/​ 0:00 Introduction 0:06 Percy Liang Welcome 03:36 Two Reasons: Scientific and Practical 5:37 Dive into details 8:03 Break down GPT-3 12:45 Trained Transformer 18:35 Sparse Functions 22:20 Intuition for Double Descent 24:12 Summary 31:23 Understanding the role of data 32:15 Bayesian inference 45:15 Practical Takeaways from the theory 1:05:12 Complex learning with visual concepts