Tabular Classification
Scikit-learn
hr-analytics
fairness
logistic-regression
ai-governance
model-card
Instructions to use drdavidprivacy/RetainIQ with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Scikit-learn
How to use drdavidprivacy/RetainIQ with Scikit-learn:
from huggingface_hub import hf_hub_download import joblib model = joblib.load( hf_hub_download("drdavidprivacy/RetainIQ", "sklearn_model.joblib") ) # only load pickle files from sources you trust # read more about it here https://skops.readthedocs.io/en/stable/persistence.html - Notebooks
- Google Colab
- Kaggle
| feature,coefficient,pushes_toward | |
| JobRole_Laboratory Technician,0.4051,LEAVING | |
| YearsSinceLastPromotion,0.3823,LEAVING | |
| EnvironmentSatisfaction,-0.3822,staying | |
| NumCompaniesWorked,0.3606,LEAVING | |
| OverTime_Yes,0.3581,LEAVING | |
| OverTime_No,-0.3581,staying | |
| YearsWithCurrManager,-0.3437,staying | |
| JobSatisfaction,-0.3369,staying | |
| JobRole_Research Director,-0.3343,staying | |
| JobLevel,0.3156,LEAVING | |
| BusinessTravel_Non-Travel,-0.3132,staying | |
| JobRole_Sales Representative,0.2934,LEAVING | |
| DistanceFromHome,0.2897,LEAVING | |
| TotalWorkingYears,-0.2826,staying | |
| JobInvolvement,-0.2826,staying | |
| RelationshipSatisfaction,-0.2558,staying | |
| BusinessTravel_Travel_Frequently,0.2501,LEAVING | |
| YearsInCurrentRole,-0.2421,staying | |
| MaritalStatus_Single,0.2159,LEAVING | |
| StockOptionLevel,-0.2024,staying | |
| JobRole_Healthcare Representative,-0.2016,staying | |
| WorkLifeBalance,-0.1953,staying | |
| PercentSalaryHike,-0.1953,staying | |
| DailyRate,-0.193,staying | |
| MaritalStatus_Divorced,-0.183,staying | |
| EducationField_Other,-0.1722,staying | |
| JobRole_Manufacturing Director,-0.1533,staying | |
| EducationField_Human Resources,0.1504,LEAVING | |
| TrainingTimesLastYear,-0.1458,staying | |
| EducationField_Technical Degree,0.1447,LEAVING | |
| JobRole_Human Resources,0.1354,LEAVING | |
| PerformanceRating,0.1285,LEAVING | |
| YearsAtCompany,0.1124,LEAVING | |
| JobRole_Manager,-0.1091,staying | |
| Department_Human Resources,-0.1074,staying | |
| Department_Sales,0.0922,LEAVING | |
| JobRole_Research Scientist,-0.0898,staying | |
| HourlyRate,-0.0618,staying | |
| Gender_Male,0.0574,LEAVING | |
| Gender_Female,-0.0574,staying | |
| EducationField_Life Sciences,-0.0573,staying | |
| MaritalStatus_Married,-0.0476,staying | |
| Department_Research & Development,-0.0448,staying | |
| Education,0.0435,LEAVING | |
| MonthlyRate,0.0403,LEAVING | |
| EducationField_Marketing,0.0337,LEAVING | |
| MonthlyIncome,-0.0257,staying | |
| EducationField_Medical,-0.0161,staying | |
| JobRole_Sales Executive,-0.0108,staying | |
| BusinessTravel_Travel_Rarely,-0.0054,staying | |