OG-Project

Open Genome Project. Open-source genome database for XAI (Explainable Artificial Intelligence) Models.

1. Aims to map out areas of interest (patterns) in various AI models that contribute to the

   • Skill
   • Behaviour
   • Decision making process

   of models.

2. Help researchers, ML engineers & decision makers

   • Better understand AI
   • Better regulate AI development
   • Create safer AI
   • Create more useful AI
   • Create "humanity aligned" AI

Check out our list of AI-Safety readings here

Use our toolkit here https://pypi.org/project/opengenome/

Read the docs here https://opengenome.readthedocs.io/en/latest/

Visit our website here https://open-genome-project.org

Get The Latest

git clone --depth 1 https://github.com/luhouyang/open-genome-project.git

Benchmarks

LLM

• TruthfulQA

• MACHIAVELLI

• SimpleBench

Explaination & Visualization

• SHAP (SHapley Additive exPlanations) | GitHub | Website | paper

• Lime (local interpretable model-agnostic explanations) | GitHub | paper

• ExplainerDashboard | GitHub | Medium

• DALEX (moDel Agnostic Language for Exploration and eXplanation) | GitHub | e-book

• Explainable Boosting Machines (EBM) | GitHub | paper

• DiCE (Diverse Counterfactual Explanations) | GitHub | paper

Categorization

TO BE UPDATED SOON!

Other Useful Things

Welcome to Python Packages!