OpenMed_AI's profile picture. OpenMed: State-of-the-Art, Open-Source AI for Healthcare & Life Sciences

OpenMed

@OpenMed_AI

OpenMed: State-of-the-Art, Open-Source AI for Healthcare & Life Sciences

OpenMed reposted

FULL_STATE_DICT "we recommend enabling both offload_to_cpu=True and rank0_only=True when saving full state dicts to save GPU memory and CPU" that's all i am gonna say for your FSDP, enjoy.


OpenMed reposted

how small a model can be? apparently 7m parameters! samsung cooked, “less is more”.

MaziyarPanahi's tweet image. how small a model can be?

apparently 7m parameters!

samsung cooked, “less is more”.

OpenMed reposted

used made up values just to show this thing works!

more on tiny models doing parallel tool calling! 0.6b model, preserves even the order! "Play 'Tiny Models Rock' by Maziyar Panahi, set a reminder to check my ego on Monday 17:15, and show me photos of dogs from last week"

MaziyarPanahi's tweet image. more on tiny models doing parallel tool calling!

0.6b model,

preserves even the order!

"Play 'Tiny Models Rock' by Maziyar Panahi, set a reminder to check my ego on Monday 17:15, and show me photos of dogs from last week"


ehem...

“❌ We didn’t pick a vertical” and i have to push frontier ai labs on healthcare & life sciences vertical idea! listen, learn, do the right thing.



OpenMed reposted

more on tiny models doing parallel tool calling! 0.6b model, preserves even the order! "Play 'Tiny Models Rock' by Maziyar Panahi, set a reminder to check my ego on Monday 17:15, and show me photos of dogs from last week"

MaziyarPanahi's tweet image. more on tiny models doing parallel tool calling!

0.6b model,

preserves even the order!

"Play 'Tiny Models Rock' by Maziyar Panahi, set a reminder to check my ego on Monday 17:15, and show me photos of dogs from last week"

OpenMed build. ship. repeat.

next @OpenMed_AI t-shirt idea! 🤗 build. ship. repeat.



OpenMed reposted

next @OpenMed_AI t-shirt idea! 🤗 build. ship. repeat.


OpenMed reposted

wow! this is amazing! such a tiny model that fits on a phone, can have such parallel tool calling power! use to be llama-3-70b, now we can do that with a 0.6b model! where can i get real OS-level ai integration like this? 😈

MaziyarPanahi's tweet image. wow! this is amazing! such a tiny model that fits on a phone, can have such parallel tool calling power!

use to be llama-3-70b, now we can do that with a 0.6b model!

where can i get real OS-level ai integration like this? 😈

OpenMed reposted

wow! how good are tiny models!!! this is a 0.6b model that does parallel tool calling like 70b models 2 years ago! "Show me photos of dogs from last week and play 'Tit For Tat' by Tate McRae" we should have this integrated into our iOS already!

MaziyarPanahi's tweet image. wow! how good are tiny models!!!  

this is a 0.6b model that does parallel tool calling like 70b models 2 years ago!

"Show me photos of dogs from last week and play 'Tit For Tat' by Tate McRae"  

we should have this integrated into our iOS already!

OpenMed reposted

the gallery use case must be very popular! converting human language into an actual function to act on

wow! how good are tiny models!!! this is a 0.6b model that does parallel tool calling like 70b models 2 years ago! "Show me photos of dogs from last week and play 'Tit For Tat' by Tate McRae" we should have this integrated into our iOS already!

MaziyarPanahi's tweet image. wow! how good are tiny models!!!  

this is a 0.6b model that does parallel tool calling like 70b models 2 years ago!

"Show me photos of dogs from last week and play 'Tit For Tat' by Tate McRae"  

we should have this integrated into our iOS already!


OpenMed reposted

let's make some notebooks for `openmed` package! feels strange saying it! 🤗

MaziyarPanahi's tweet image. let's make some notebooks for `openmed` package!

feels strange saying it! 🤗

🚨 CODE RED: OpenMed has come to life! 🚨 @OpenMed_AI is officially alive and kicking, 🔗 Website: Your new home for clinical AI models 📦 Python Package: Because who has time for manual medical NER? 🔬 GitHub Repo: Where the magic happens

MaziyarPanahi's tweet image. 🚨 CODE RED: OpenMed has come to life! 🚨

@OpenMed_AI is officially alive and kicking,

🔗 Website: Your new home for clinical AI models

📦 Python Package: Because who has time for manual medical NER?

🔬 GitHub Repo: Where the magic happens


OpenMed reposted

and it has a dark theme! 🥹

MaziyarPanahi's tweet image. and it has a dark theme! 🥹

🚨 CODE RED: OpenMed has come to life! 🚨 @OpenMed_AI is officially alive and kicking, 🔗 Website: Your new home for clinical AI models 📦 Python Package: Because who has time for manual medical NER? 🔬 GitHub Repo: Where the magic happens

MaziyarPanahi's tweet image. 🚨 CODE RED: OpenMed has come to life! 🚨

@OpenMed_AI is officially alive and kicking,

🔗 Website: Your new home for clinical AI models

📦 Python Package: Because who has time for manual medical NER?

🔬 GitHub Repo: Where the magic happens


OpenMed reposted

you can list all OpenMed models now easily

MaziyarPanahi's tweet image. you can list all OpenMed models now easily

🚨 CODE RED: OpenMed has come to life! 🚨 @OpenMed_AI is officially alive and kicking, 🔗 Website: Your new home for clinical AI models 📦 Python Package: Because who has time for manual medical NER? 🔬 GitHub Repo: Where the magic happens

MaziyarPanahi's tweet image. 🚨 CODE RED: OpenMed has come to life! 🚨

@OpenMed_AI is officially alive and kicking,

🔗 Website: Your new home for clinical AI models

📦 Python Package: Because who has time for manual medical NER?

🔬 GitHub Repo: Where the magic happens


OpenMed reposted

all you need is to mention “uv” the rest is history

uv lovers, openmed is here!

MaziyarPanahi's tweet image. uv lovers, openmed is here!


OpenMed reposted

pip install openmed use case: Microbiome analysis identifying pathogenic and commensal bacterial species. why it matters: Species identification supports infection control, antibiotic stewardship, and microbiome research initiatives. apache 2.0, free, forever.

MaziyarPanahi's tweet image. pip install openmed

use case: Microbiome analysis identifying pathogenic and commensal bacterial species.  

why it matters: Species identification supports infection control, antibiotic stewardship, and microbiome research initiatives.  

apache 2.0, free, forever.

🚨 CODE RED: OpenMed has come to life! 🚨 @OpenMed_AI is officially alive and kicking, 🔗 Website: Your new home for clinical AI models 📦 Python Package: Because who has time for manual medical NER? 🔬 GitHub Repo: Where the magic happens

MaziyarPanahi's tweet image. 🚨 CODE RED: OpenMed has come to life! 🚨

@OpenMed_AI is officially alive and kicking,

🔗 Website: Your new home for clinical AI models

📦 Python Package: Because who has time for manual medical NER?

🔬 GitHub Repo: Where the magic happens


OpenMed reposted

pip install openmed use case: Proteomics analysis of cardiac biomarkers and apoptotic pathway proteins. why it matters: Protein identification accelerates biomarker discovery and therapeutic target validation in ... the only healthcare ai, is an open-source

MaziyarPanahi's tweet image. pip install openmed

use case: Proteomics analysis of cardiac biomarkers and apoptotic pathway proteins.  

why it matters: Protein identification accelerates biomarker discovery and therapeutic target validation in ...

the only healthcare ai, is an open-source

🚨 CODE RED: OpenMed has come to life! 🚨 @OpenMed_AI is officially alive and kicking, 🔗 Website: Your new home for clinical AI models 📦 Python Package: Because who has time for manual medical NER? 🔬 GitHub Repo: Where the magic happens

MaziyarPanahi's tweet image. 🚨 CODE RED: OpenMed has come to life! 🚨

@OpenMed_AI is officially alive and kicking,

🔗 Website: Your new home for clinical AI models

📦 Python Package: Because who has time for manual medical NER?

🔬 GitHub Repo: Where the magic happens


OpenMed reposted

wow! easily load multiple biomedical NER models to extract valuable entities from unstructured clinical text. uv pip install openmed

MaziyarPanahi's tweet image. wow! easily load multiple biomedical NER models to extract valuable entities from unstructured clinical text.

uv pip install openmed

🚨 CODE RED: OpenMed has come to life! 🚨 @OpenMed_AI is officially alive and kicking, 🔗 Website: Your new home for clinical AI models 📦 Python Package: Because who has time for manual medical NER? 🔬 GitHub Repo: Where the magic happens

MaziyarPanahi's tweet image. 🚨 CODE RED: OpenMed has come to life! 🚨

@OpenMed_AI is officially alive and kicking,

🔗 Website: Your new home for clinical AI models

📦 Python Package: Because who has time for manual medical NER?

🔬 GitHub Repo: Where the magic happens


OpenMed reposted

you can use "Medical NER Expert" space on @huggingface to test medical ner models. you can clone it, and use any other model you want!

MaziyarPanahi's tweet image. you can use "Medical NER Expert" space on @huggingface to test medical ner models. 

you can clone it, and use any other model you want!

🚨 CODE RED: OpenMed has come to life! 🚨 @OpenMed_AI is officially alive and kicking, 🔗 Website: Your new home for clinical AI models 📦 Python Package: Because who has time for manual medical NER? 🔬 GitHub Repo: Where the magic happens

MaziyarPanahi's tweet image. 🚨 CODE RED: OpenMed has come to life! 🚨

@OpenMed_AI is officially alive and kicking,

🔗 Website: Your new home for clinical AI models

📦 Python Package: Because who has time for manual medical NER?

🔬 GitHub Repo: Where the magic happens


OpenMed reposted

uv pip install openmed use case: occupational exposure incident report and lab safety review. chemical identification speeds toxicology response, antidote selection, and exposure surveillance.

MaziyarPanahi's tweet image. uv pip install openmed

use case: occupational exposure incident report and lab safety review.  

chemical identification speeds toxicology response, antidote selection, and exposure surveillance.

🚨 CODE RED: OpenMed has come to life! 🚨 @OpenMed_AI is officially alive and kicking, 🔗 Website: Your new home for clinical AI models 📦 Python Package: Because who has time for manual medical NER? 🔬 GitHub Repo: Where the magic happens

MaziyarPanahi's tweet image. 🚨 CODE RED: OpenMed has come to life! 🚨

@OpenMed_AI is officially alive and kicking,

🔗 Website: Your new home for clinical AI models

📦 Python Package: Because who has time for manual medical NER?

🔬 GitHub Repo: Where the magic happens


OpenMed reposted

now natively in openmed python sdk: use case: Translational research comparing genetic features across model organisms. why it matters: Species identification ensures proper sample tracking and enables evolutionary comparative studies. Homo sapiens, Mus musculus, D...

MaziyarPanahi's tweet image. now natively in openmed python sdk:

use case: Translational research comparing genetic features across model organisms.  

why it matters: Species identification ensures proper sample tracking and enables evolutionary comparative studies. 

Homo sapiens, Mus musculus, D...

🚨 CODE RED: OpenMed has come to life! 🚨 @OpenMed_AI is officially alive and kicking, 🔗 Website: Your new home for clinical AI models 📦 Python Package: Because who has time for manual medical NER? 🔬 GitHub Repo: Where the magic happens

MaziyarPanahi's tweet image. 🚨 CODE RED: OpenMed has come to life! 🚨

@OpenMed_AI is officially alive and kicking,

🔗 Website: Your new home for clinical AI models

📦 Python Package: Because who has time for manual medical NER?

🔬 GitHub Repo: Where the magic happens


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