Projects in Awesome Lists by oegedijk
A curated list of projects in awesome lists by oegedijk .
https://github.com/oegedijk/explainerdashboard
Quickly build Explainable AI dashboards that show the inner workings of so-called "blackbox" machine learning models.
dash dashboard data-scientists explainer inner-workings interactive-dashboards interactive-plots model-predictions permutation-importances plotly shap shap-values xai xai-library
Last synced: 14 May 2025
https://github.com/oegedijk/dash_oop_components
OOP components for plotly dash that make dashboard components composable, reusable and configurable
Last synced: 12 Apr 2025
https://github.com/oegedijk/rule_estimator
A scikit-learn compatible estimator based on business-rules with interactive dashboard included
Last synced: 12 Apr 2025
https://github.com/oegedijk/explainingtitanic
A demonstration of the explainerdashboard package that that displays model quality, permutation importances, SHAP values and interactions, and individual trees for sklearn RandomForestClassifiers, etc
explainable explainerdashboard individual-trees permutation-importances shap-values xai
Last synced: 12 Apr 2025
https://github.com/oegedijk/dash_querystrings
Example of how to include querystrings to save state url in plotly's Dash
Last synced: 12 Apr 2025
https://github.com/oegedijk/keras-embeddings
Example of how to use entity embeddings (similar to word embeddings such as word2vec, but then generalized for any categorical feature) in a Keras model.
Last synced: 12 Apr 2025
https://github.com/oegedijk/dash_oop_demo
Deployment example of dash_oop_components library
Last synced: 12 Apr 2025
https://github.com/oegedijk/sagemaker-creditscore-explainer
Example of how to deploy an ML algorithm together with SHAP explanations to AWS Sagemaker, including a front end dashboard.
Last synced: 12 Apr 2025
https://github.com/oegedijk/dash-tabs
Example of how to use tabs in a plotly's Dash framework across multiple files
Last synced: 23 Mar 2025
https://github.com/oegedijk/blog
Repository that hosts my blog (created using fastpages)
Last synced: 06 Apr 2025
https://github.com/oegedijk/sklearn-transformers
A collection of sklearn compatible transformer classes. Sklearn's standard transformers have some annoying lacunes (especially when fitting on new data with labels missing in training data for example), so these transformers fix that. Also some other more adventurous transformer classes. Shows how to quickly make transformer pipelines for e.g. making dataframe ready for neural net with embeddings.
Last synced: 23 Mar 2025
https://github.com/oegedijk/deploy-xgboost-to-aws-lambda
short guide on how to deploy xgboost machine learning models to production on AWS lambda
Last synced: 23 Mar 2025
https://github.com/oegedijk/python-datascience-course
notebooks for internal Python for Datascience course that I teach at UWV.
Last synced: 23 Mar 2025
https://github.com/oegedijk/ruledashboarddemo
demo deployed to heroku of the rule-estimator dashboard
Last synced: 23 Mar 2025
https://github.com/oegedijk/pytest-actions
repo to debug github actions error where pytest generates 127 error
Last synced: 23 Mar 2025