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brandonb
searching PlanetScale…
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871.
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brandonb
10y ago
As context, this is Apple's first published AI research paper. After Russ Salakhutdinov was hired, he promised that Apple would start publishing AI papers in peer-reviewed conferences... and this is them making good on that promise. I
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brandonb
10y ago
In our case, we're applying deep learning to sensor data, so much of the day-to-day work of a machine learning engineer is experimenting with new neural architectures rather than feature engineering by hand. For example, we're usi
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brandonb
10y ago
I agree--the impact of a great engineer working in healthcare is very high, particularly if you partner with medical experts. We're a small startup that has partnered with UCSF Cardiology to detect abnormal heart rhythms, and other con
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Apple emails show plans for two FDA-regulated cardiac devices
(mobihealthnews.com)
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brandonb
10y ago
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875.
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Obama-era techies weigh staying under Trump
(politico.com)
5 points
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brandonb
10y ago
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11 comments
876.
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brandonb
10y ago
One company that does this is Forter: https://www.forter.com/
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brandonb
10y ago
Your mocks look really nice! If you're interested in the fraud problem, you might try some of the other fraud detection startups, like Sift Science (which you mention), Forter, Riskified, or Signifyd. I'll bet you'd bring a u
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brandonb
10y ago
Good question. Atrial fibrillation is the first clinical application, and my hope is that we'll have final publishable results in early 2017. Other studies have shown is that, in a population at high risk of atrial fibrillation but und
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brandonb
10y ago
Thanks for posting endswapper! I'm one of the co-founders of Cardiogram. If anybody has questions about either Cardiogram Apple Watch app or the science behind it, happy to talk here.
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Can Apple Watch get you in shape? Here’s what the science says
(cultofmac.com)
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brandonb
10y ago
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881.
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brandonb
10y ago
I hear this sentiment a lot, and don't entirely disagree with it... but it oversimplifies our community massively. If you want to work on big, meaningful problems, here are some compelling options. Do you think our government is broken
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brandonb
10y ago
Very cool! I've worked with the Insight Health Data fellows before, enjoyed the experience, and they got a lot done. I think one thing that's tricky about artificial intelligence as a field is that it involves so many diverse pre-
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Insight Artificial Intelligence Fellow Program
(blog.insightdatascience.com)
2 points
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brandonb
10y ago
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0 comments
884.
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brandonb
10y ago
One way to think about AI's potential impact is less about replacing what physicians do well currently, and more about doing things they can't do at all. Take ECGs -- it's true that in a hospital, an automated ECG interpretat
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brandonb
10y ago
Yep—as you point out, the first paragraph of the article cites the same 1979 MYCIN accuracy results you did. My criteria for success is enduring impact on the way medicine is practiced, so the the rest of the article tries to answer the &qu
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brandonb
10y ago
This is an insightful response! I'm curious, what AI application are you working on?
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brandonb
10y ago
What makes you skeptical about dissemination of your product in particular?
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brandonb
10y ago
I read your question a few times but I'm sorry, I still don't understand. Can you rephrase it?
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brandonb
10y ago
There are lots of parallels to fraud detection! Label imbalance is the obvious one: in both cases, you're looking for the proverbial needle in the haystack, so techniques like anomaly detection or unsupervised learning are really impor
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brandonb
10y ago
What's strange is that although doctors have been reluctant to adopt AI like MYCIN, the pace of adoption for other innovations like new surgeries, drugs, and implantable devices is actually quite rapid. So I don't think doctors re
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brandonb
10y ago
(OP here) We spend a lot of time thinking about how to make AI succeed in medicine. Given that so many efforts, including MYCIN, have been tried and failed before, one of the key questions to answer is "Why now?" In other words, w
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Challenges for Artificial Intelligence in Medicine
(blog.cardiogr.am)
120 points
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brandonb
10y ago
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45 comments
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Aetna Will Subsidize Apple Watch in First U.S. Insurer Deal
(bloomberg.com)
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brandonb
10y ago
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Aetna launching subsidized Apple Watch program employees and members
(9to5mac.com)
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brandonb
10y ago
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895.
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brandonb
10y ago
Elad started his career with a PhD in cancer biology prior to starting the mobile team at Google, so I don't think "academic imperialism" is an accurate descriptor. I think you'll see more people with these hybrid skills
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Apple Said to Expand HealthKit from Tracker to Diagnosis Tool
(bloomberg.com)
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brandonb
10y ago
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Machine Learning in Medicine (Circulation)
(circ.ahajournals.org)
2 points
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brandonb
10y ago
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brandonb
10y ago
(I worked on the healthcare.gov rescue team and now run a healthcare startup running a clinical study with UCSF Cardiology.) I think what's needed is likely more than outreach: there are two big problems with the insurance market right
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Apple applies for patent on wearable ECG device
(9to5mac.com)
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brandonb
10y ago
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Recommendations for Startup Employee Option Plans
(a16z.com)
4 points
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brandonb
10y ago
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