Xavier shares his experience deploying healthcare models, augmenting primary care with AI, the challenges of "ground truth" in medicine, and robustness in ML.

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Xavier Amatriain is co-founder and CTO of Curai, an ML-based primary care chat system. Previously, he was VP of Engineering at Quora, and Research/Engineering Director at Neflix, where he started and led the Algorithms team responsible for Netflix's recommendation systems.

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⏳ Timestamps:
0:00 Sneak peak, intro
0:49 What is Curai?
5:48 The role of AI within Curai
8:44 Why Curai keeps humans in the loop
15:00 Measuring diagnostic accuracy
18:53 Patient safety
22:39 Different types of models at Curai
25:42 Using GPT-3 to generate training data
32:13 How Curai monitors and debugs models
35:19 Model explainability
39:27 Robustness in ML
45:52 Connecting metrics to impact
49:32 Outro