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Fix typos & simplify blurbs #1

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1f816ca
Fix typos & simplify blurbs
elzinga-ibm-research Feb 14, 2025
c42488e
Smooth & standardize wording
elzinga-ibm-research Feb 14, 2025
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18 changes: 9 additions & 9 deletions profile/README.md
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@@ -1,7 +1,7 @@
# Accelerated Science
# Open Accelerated Discovery for Drug and Materials Discovery
# Open Accelerated Discovery for Materials and Drug Discovery

This project is dedicated to simplifying acccess to computation chemistry models , data and assets for the purposes of furthering scientific discovery.
Dedicated to simplifying access to computational chemistry models, data and assets, to further scientific discovery.

<img src="https://github.com/user-attachments/assets/684f090b-92a8-41a0-a805-5fd38204d5f4" width="30%" height="30%" >

Expand All @@ -20,19 +20,19 @@ This project is dedicated to simplifying acccess to computation chemistry models
## Key Repositories
### OpenAd toolkit
[github.com/acceleratedscience/open-ad-toolkit](https://github.com/acceleratedscience/open-ad-toolkit)
Installable toolkit that can be accessed through a simple API, Jupyter Notebook Magic commands and command line for Accessing, Managing and through AI generating Datasets and properties for Small Molecules and Proteins.
Installable toolkit to simplify AI workflows for small molecules and proteins, with vivid 2D and 3D interactive visualizations. Easily handles dozens to hundreds of different models. Simple API using Jupyter notebooks (IPython Magic commands) or the command line.
<br> <img src="https://github.com/user-attachments/assets/226d5a39-5098-4d8f-bcb9-7990e0277edc" width="30%" height="30%" >

### OpenAD Model Service for Bio Medical Foundation Model Small Molecule Properties
### OpenAD Model Service for BioMedical Foundation Model Small Molecule Properties
[BMFM Small Molecule Properties](https://github.com/acceleratedscience/bmfm-sm)

### OpenAD Model Service for Bio Medical Foundation Model Protein Properties
### OpenAD Model Service for BioMedical Foundation Model Protein Properties
[BMFM Protein Properties](https://github.com/acceleratedscience/bmfm_mammal_inference)

### OpenAD Model Wrapper
Wrapper for creating a Open AD Model Service, Services can be run locally as a Pyenv or COntainer or deployed on OpenShift / Kubernetes
### OpenAD Model Wrapper for model services
Wrapper to make any model into a model service usable in OpenAD toolkit. Model services can be run locally in a virtual environment (venv or conda env), in a container, or deployed on OpenShift or other Kubernetes.
[openad_service_utils](https://github.com/acceleratedscience/openad_service_utils)

### OpenAD Proxy for Model services
### OpenAD Bridge for model services
[Secure Model Proxy](https://github.com/acceleratedscience/guardian)
Simple Proxy for delivering secure model services in on Openshift/Kubernetes or through a fire wall
Simple proxy for delivering secure model services on Openshift, any other Kubernetes, or through a firewall.