David Sontag Profile
David Sontag

@david_sontag

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CEO & Co-founder @layerhealth. Professor, MIT. Research on machine learning in health care. Part of @MIT_CSAIL, @MIT_IMES, @MITEECS, @AIHealthMIT

Massachusetts Institute of Technology
Joined February 2012
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@david_sontag
David Sontag
5 years
MIT's class on Machine Learning in Healthcare is now available for free on MIT's OpenCourseWare! All videos, slides, and lecture notes can be found here:.
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youtube.com
Instructors: David Sontag, Peter Szolovits View the complete course: https://ocw.mit.edu/6-S897S19 Introduces students to machine learning in healthcare, the...
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@david_sontag
David Sontag
19 days
RT @HealthDataHub: @ChariteBerlin @APHP @doctolib @ImplicityHealth @nabla_ai #AI4Health 🎙️ Back-to-back high-level talks:. 🔹 From Predictio….
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@david_sontag
David Sontag
19 days
RT @valeriechen_: You can try out proactive coding assistants built on @continuedev here: We're excited for people….
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@david_sontag
David Sontag
19 days
RT @Flora__Jia: 🩺 Open-source large language models now perform well across various clinical natural language processing tasks, even though….
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@david_sontag
David Sontag
4 months
RT @valeriechen_: What if AI didn't wait for developer questions, but could anticipate their needs? Our new #CHI2025 paper rethinks designi….
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@david_sontag
David Sontag
4 months
I'm thrilled to announce Layer Health's $21M Series A, by @definevc, @FlareCapital, @GVteam and @MultiCareHealth. More in Forbes:.
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@david_sontag
David Sontag
9 months
RT @HsseinMzannar: Are LLMs actually helping us code faster or is it just more fun? . To answer this, we created RealHumanEval, a code edit….
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@david_sontag
David Sontag
10 months
Thanks MIT for covering this just published ACL '24 paper by my students @shannonzshen and @hunterjlang, in collaboration with @bailin_28 and Yoon Kim!. Paper:
@MIT_CSAIL
MIT CSAIL
10 months
Can LLMs learn to "phone a friend?" 🧵. MIT CSAIL’s new "Co-LLM" algorithm can pair a general-purpose base LLM w/a more specialized model & help them work together. It reviews each token & sees where it needs to call upon an expert, leading to more accurate & efficient replies to
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@david_sontag
David Sontag
11 months
RT @SanjatKanjilal: New preprint dropped!. Times have changed since the IDSA released tx guidelines for uncomplicated UTI in 2010. We looke….
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medrxiv.org
Background Uncomplicated urinary tract infection (UTI) is a common indication for outpatient antimicrobial therapy. National guidelines for the management of uncomplicated UTI were published by the...
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@david_sontag
David Sontag
1 year
RT @TheMarkFdn: No two cases of multiple myeloma are alike, making treatment decisions a challenge. In @npjDigitalMed, ASPIRE awardee @davi….
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@david_sontag
David Sontag
1 year
RT @ilkerdemirel_: Excited to present our work at #ICML2024,. “Prediction-powered Generalization of Causal Inferences.”. Limited external v….
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@david_sontag
David Sontag
1 year
RT @AIHealthMIT: What personalized cancer treatment options are there when clinical trials aren't able to test every patient scenario? @zes….
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@david_sontag
David Sontag
1 year
RT @HsseinMzannar: So happy to defend my PhD thesis and couldn't have done it without a 1 of 1 advisor @david_sontag and an incredible com….
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@david_sontag
David Sontag
1 year
RT @erichorvitz: Congratulations to Dr. Hussein Mozannar. @HsseinMzannar Strong dissertation research exploring multiple dimensions of hum….
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@david_sontag
David Sontag
1 year
RT @shannonzshen: Co-LLM can help achieve better performance than using a single model alone. We experimented with co-llm generations at d….
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@david_sontag
David Sontag
1 year
RT @shannonzshen: Thanks @_akhaliq for tweeting our work!. 🤝Co-LLM trains a language model to collaboratively decode with other LMs. It dec….
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@david_sontag
David Sontag
1 year
RT @_akhaliq: Learning to Decode Collaboratively with Multiple Language Models. We propose a method to teach multiple large language models….
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@david_sontag
David Sontag
1 year
RT @BondiElizabeth: How do LLMs like #ChatGPT impact clinical note readability? LLM augmentations enhance understanding (from user study wi….
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