ph_'s repositories
awesome-machine-learning-interpretability
A curated list of awesome responsible machine learning resources.
interpretable_machine_learning_with_python
Examples of techniques for training interpretable ML models, explaining ML models, and debugging ML models for accuracy, discrimination, and security.
GWU_data_mining
Materials for GWU DNSC 6279 and DNSC 6290.
secure_ML_ideas
Practical ideas on securing machine learning models
xai_misconceptions
Preprint/draft article/blog on some explainable machine learning misconceptions. WIP!
diabetes_use_case
Sample use case for Xavier AI in Healthcare conference: https://www.xavierhealth.org/ai-summit-day2/
responsible_xai
Guidelines for the responsible use of explainable AI and machine learning.
jsm_2018_slides
Slides for 2018 Joint Statistical Meetings: https://ww2.amstat.org/meetings/jsm/2018/onlineprogram/AbstractDetails.cfm?abstractid=329539
jsm_2018_paper
Paper for 2018 Joint Statistical Meetings: https://ww2.amstat.org/meetings/jsm/2018/onlineprogram/AbstractDetails.cfm?abstractid=329539
corr_graph
Short example for creating a correlation graph with Pandas and Gephi.
h2oworld_sf_2019
Human-Centered ML Presentation for H2O World SF 2019.
ds_interview_qs
Some Data Science Interview Questions (by Me and Former Colleagues at SAS)
basic_data_viz_rules_and_links
Some Basic (Hopefully Not Terrible) Data Visualization Rules and Links
ds_quick_refs
An Aggregation of a Few Decent Data Science Quick references
lime_xgboost
Simple package for creating LIMEs for XGBoost
nafsa_2018_slides
Slides for presentation at NAFSA retreat
keep_the_science_in_data_science
Essay about science and data "science".
automl_resources
A running list of links for AutoML - very unofficial and incomplete
bellarmine_py_intro
Code and materials for Python intro. course.
GWU_DNSC_6301_project
Example project for DNSC 6301
mli-resources
Machine Learning Interpretability Resources
enlighten-apply
Example code and materials that illustrate applications of SAS machine learning techniques.
xgb_random_grid_search_example
Example code and data for XGBoost random grid search.
DNSC-6301-Project_Group-21
DNSC 6301 Project_Group 21
Hello-world
My first repository on GitHub.