Xavier Amatriain — Building AI-powered Primary Care

Xavier Amatriain — Building AI-powered Primary Care

Xavier shares his experience deploying healthcare models, augmenting primary care with AI, the challenges of "ground truth" in medicine, and robustness in ML. --- 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. --- ⏳ 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 🌟 Show notes: - http://wandb.me/gd-xavier-amatriain - Transcription of the episode - Links to papers, projects, and people --- Follow us on Twitter! 📍 https://twitter.com/wandb_gd Get our podcast on these platforms: 👉 Apple Podcasts: http://wandb.me/apple-podcasts​​ 👉 Spotify: http://wandb.me/spotify​ 👉 Google Podcasts: http://wandb.me/google-podcasts​​ 👉 YouTube: http://wandb.me/youtube​​ 👉 Soundcloud: http://wandb.me/soundcloud​

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Anantha Kancherla — Building Level 5 Autonomous Vehicles

Anantha Kancherla — Building Level 5 Autonomous Vehicles

As Lyft’s VP of Engineering, Software at Level 5, Autonomous Vehicle Program, Anantha Kancherla has a birds-eye view on what it takes to make self-driving cars work in the real world. He previously wo...

12 Elo 202044min

Bharath Ramsundar — Deep Learning for Molecules and Medicine Discovery

Bharath Ramsundar — Deep Learning for Molecules and Medicine Discovery

Bharath created the deepchem.io open-source project to grow the deep drug discovery open source community, co-created the moleculenet.ai benchmark suite to facilitate development of molecular algorith...

5 Elo 202055min

Chip Huyen — ML Research and Production Pipelines

Chip Huyen — ML Research and Production Pipelines

Chip Huyen is a writer and computer scientist currently working at a startup that focuses on machine learning production pipelines. Previously, she’s worked at NVIDIA, Netflix, and Primer. She helped ...

29 Heinä 202043min

Peter Skomoroch — Product Management for AI

Peter Skomoroch — Product Management for AI

👨🏻‍💻Our guest on this episode of Gradient Dissent is Peter Skomoroch! Peter is the former head of data products at Workday and LinkedIn. Previously, he was the cofounder and CEO of venture-backed d...

22 Heinä 20201h 27min

Josh Tobin — Productionizing ML Models

Josh Tobin — Productionizing ML Models

Josh Tobin is a researcher working at the intersection of machine learning and robotics. His research focuses on applying deep reinforcement learning, generative models, and synthetic data to problems...

8 Heinä 202048min

Miles Brundage — Societal Impacts of Artificial Intelligence

Miles Brundage — Societal Impacts of Artificial Intelligence

Miles Brundage researches the societal impacts of artificial intelligence and how to make sure they go well. In 2018, he joined OpenAI, as a Research Scientist on the Policy team. Previously, he was a...

1 Heinä 20201h 2min

Hamel Husain — Building Machine Learning Tools

Hamel Husain — Building Machine Learning Tools

Hamel Husain is a Staff Machine Learning Engineer at Github. He has extensive experience building data analytics and predictive modeling solutions for a wide range of industries, including: hospitalit...

24 Kesä 202036min

Peter Welinder — Deep Reinforcement Learning and Robotics

Peter Welinder — Deep Reinforcement Learning and Robotics

Peter Welinder is a research scientist and roboticist at OpenAI. Before that, he was an engineer at Dropbox and ran the machine learning team, and before that, he co-founded Anchovi Labs a startup usi...

17 Kesä 202054min

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