May 8, 2023

Machine Learning for MDs Weekly Digest

What’s New in ML for MDs

Welcome to the ML for MDs Newsletter. The mission of ML for MDs is to connect physicians interested in machine learning. This newsletter provides the most relevant news, journal articles, and jobs at the intersection of medicine and machine learning. 

Fun Facts

This Week’s Top Stories

Weekly summary

The open-source world is growing quickly; below is a short list of some of the most well-known models/tools in order of release. 

ToolRelease dateDeveloperNotes
LLaMA2/24/23Facebook/MetaStated goal to democratize AI; access granted by permission
OpenAssistant3/8/23LAION-AIOpen-source chat-based LLM, can interact with Google Search 
Alpaca3/13/23Stanford, based on LLaMaOpen-source, designed to perform well on instruction-following tasks, cheap, easy to reproduce
Vicuna4/23UC Berkeley, CMU, Stanford, UCSDQuality comparable to ChatGPT, more detailed/structured than Alpaca
Koala4/3/23BAIRBased on LLaMa, designed to be more easily interpretable than other LLMs
Pythia4/23EleutherAI16 different models from 70M to 12B parameters trained with the same data to allow for comparisons 
StableLM4/19/23StableLMOpen-source, 3B and 7B parameters, can generate text and code
OpenChatKit4/5/23TogetherOpen-source, built on the GPT-4 architecture in 3B, 6B, 12B parameters
GPT4All5/23Nomic AIOpen-source GUI to run open-source training models on your laptop without coding and minimal processing power requirements

Community News

  • If you haven’t introduced yourself, please do so under the #intros channel. 

Thanks for being a part of this community! As always, please let me know if you have questions/ideas/feedback.

Sarah

Sarah Gebauer, MD

MlforMDs.com

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