@jwestonhughes@StanfordMed We may be able to demonstrate that bias, if you would like to collaborate. It’s an insight sorely missing from the literature.
@jwestonhughes@StanfordMed The huge drop in performance, when the DNN is applied on a general population with realistic prevalence, is likely a strong indication of bias. The PPV of such a model would likely be very low if deployed for screening.
Old podcast with great meta learning concepts, on generative models for explainability. Very similar concepts to my undergraduate thesis work on AMIAS (https://t.co/vL3AAND7JH). https://t.co/C6Ag84Iy9r
A model is only as good as the data it is trained on. Synthetic datasets hold great promise to address difficult problems where labeled samples are hard to obtain.
https://t.co/RK3E2rBOSh
Introducing the 540 billion parameter Pathways Language Model. Trained on two Cloud #TPU v4 pods, it achieves state-of-the-art performance on benchmarks and shows exciting capabilities like mathematical reasoning, code writing, and even explaining jokes. https://t.co/NFHFAHgUkB
Nice overview. Completely missing is discussion of needs and challenges for ML in smaller experimental areas outside the 3 examined. https://t.co/w6aInMMEjQ
Beautiful and innovative techniques - if apparently computationally heavy. Your experience with kNN ideas is evident. Excellent scholarly discussion too. I will be sure to check out the earlier work.
Deep learning 66M parameters with a SGD-optimized nearest neighbor gets you to the same performance of NNs and BDTs! The power of ML is in differentiable calculus, as expected. https://t.co/BdvOOGB3tw
It's that time of the year...
📢 We are now accepting applications for next year's South Pole winterovers!
Apply by January 31, 2021 ➡ https://t.co/MM8ui6iQa3
Very happy with my match, looking ahead to an interesting connection and conversation! This program is aiming to replace conference interactions that are no longer available.
Well, it finally happened. This #ICE International #StudentBan got me back into the “organizing effective lobbying action via twitter” game.
Want to make sure our lovely international students can keep their visas? Here’s how to do it:
THREAD.
https://t.co/k8xmv5dNyE
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