| { |
| "target": "salary_in_usd", |
| "urutan_fitur_input": [ |
| "work_year", |
| "experience_level", |
| "employment_type", |
| "job_title", |
| "employee_residence", |
| "remote_ratio", |
| "company_location", |
| "company_size" |
| ], |
| "fitur_numerik": [ |
| "work_year", |
| "remote_ratio" |
| ], |
| "fitur_kategorikal": [ |
| "experience_level", |
| "employment_type", |
| "job_title", |
| "employee_residence", |
| "company_location", |
| "company_size" |
| ], |
| "kategori_valid": { |
| "experience_level": [ |
| "EN", |
| "EX", |
| "MI", |
| "SE" |
| ], |
| "employment_type": [ |
| "CT", |
| "FL", |
| "FT", |
| "PT" |
| ], |
| "job_title": [ |
| "3D Computer Vision Researcher", |
| "AI Developer", |
| "AI Programmer", |
| "AI Scientist", |
| "Analytics Engineer", |
| "Applied Data Scientist", |
| "Applied Machine Learning Engineer", |
| "Applied Machine Learning Scientist", |
| "Applied Scientist", |
| "Autonomous Vehicle Technician", |
| "Azure Data Engineer", |
| "BI Analyst", |
| "BI Data Analyst", |
| "BI Data Engineer", |
| "BI Developer", |
| "Big Data Architect", |
| "Big Data Engineer", |
| "Business Data Analyst", |
| "Business Intelligence Engineer", |
| "Cloud Data Architect", |
| "Cloud Data Engineer", |
| "Cloud Database Engineer", |
| "Compliance Data Analyst", |
| "Computer Vision Engineer", |
| "Computer Vision Software Engineer", |
| "Data Analyst", |
| "Data Analytics Consultant", |
| "Data Analytics Engineer", |
| "Data Analytics Lead", |
| "Data Analytics Manager", |
| "Data Analytics Specialist", |
| "Data Architect", |
| "Data DevOps Engineer", |
| "Data Engineer", |
| "Data Infrastructure Engineer", |
| "Data Lead", |
| "Data Management Specialist", |
| "Data Manager", |
| "Data Modeler", |
| "Data Operations Analyst", |
| "Data Operations Engineer", |
| "Data Quality Analyst", |
| "Data Science Consultant", |
| "Data Science Engineer", |
| "Data Science Lead", |
| "Data Science Manager", |
| "Data Science Tech Lead", |
| "Data Scientist", |
| "Data Scientist Lead", |
| "Data Specialist", |
| "Data Strategist", |
| "Deep Learning Engineer", |
| "Deep Learning Researcher", |
| "Director of Data Science", |
| "ETL Developer", |
| "ETL Engineer", |
| "Finance Data Analyst", |
| "Financial Data Analyst", |
| "Head of Data", |
| "Head of Data Science", |
| "Head of Machine Learning", |
| "Insight Analyst", |
| "Lead Data Analyst", |
| "Lead Data Engineer", |
| "Lead Data Scientist", |
| "Lead Machine Learning Engineer", |
| "ML Engineer", |
| "MLOps Engineer", |
| "Machine Learning Developer", |
| "Machine Learning Engineer", |
| "Machine Learning Infrastructure Engineer", |
| "Machine Learning Manager", |
| "Machine Learning Research Engineer", |
| "Machine Learning Researcher", |
| "Machine Learning Scientist", |
| "Machine Learning Software Engineer", |
| "Manager Data Management", |
| "Marketing Data Analyst", |
| "Marketing Data Engineer", |
| "NLP Engineer", |
| "Power BI Developer", |
| "Principal Data Analyst", |
| "Principal Data Architect", |
| "Principal Data Engineer", |
| "Principal Data Scientist", |
| "Principal Machine Learning Engineer", |
| "Product Data Analyst", |
| "Product Data Scientist", |
| "Research Engineer", |
| "Research Scientist", |
| "Software Data Engineer", |
| "Staff Data Analyst", |
| "Staff Data Scientist" |
| ], |
| "employee_residence": [ |
| "AE", |
| "AM", |
| "AR", |
| "AS", |
| "AT", |
| "AU", |
| "BA", |
| "BE", |
| "BG", |
| "BO", |
| "BR", |
| "CA", |
| "CF", |
| "CH", |
| "CL", |
| "CN", |
| "CO", |
| "CR", |
| "CY", |
| "CZ", |
| "DE", |
| "DK", |
| "DO", |
| "DZ", |
| "EE", |
| "EG", |
| "ES", |
| "FI", |
| "FR", |
| "GB", |
| "GH", |
| "GR", |
| "HK", |
| "HN", |
| "HR", |
| "HU", |
| "ID", |
| "IE", |
| "IL", |
| "IN", |
| "IQ", |
| "IR", |
| "IT", |
| "JE", |
| "JP", |
| "KE", |
| "KW", |
| "LT", |
| "LU", |
| "LV", |
| "MA", |
| "MD", |
| "MK", |
| "MT", |
| "MX", |
| "MY", |
| "NG", |
| "NL", |
| "NZ", |
| "PH", |
| "PK", |
| "PL", |
| "PR", |
| "PT", |
| "RO", |
| "RS", |
| "RU", |
| "SE", |
| "SG", |
| "SI", |
| "SK", |
| "TH", |
| "TN", |
| "TR", |
| "UA", |
| "US", |
| "UZ", |
| "VN" |
| ], |
| "company_location": [ |
| "AE", |
| "AL", |
| "AM", |
| "AR", |
| "AS", |
| "AT", |
| "AU", |
| "BA", |
| "BE", |
| "BO", |
| "BR", |
| "BS", |
| "CA", |
| "CF", |
| "CH", |
| "CL", |
| "CN", |
| "CO", |
| "CR", |
| "CZ", |
| "DE", |
| "DK", |
| "DZ", |
| "EE", |
| "EG", |
| "ES", |
| "FI", |
| "FR", |
| "GB", |
| "GH", |
| "GR", |
| "HK", |
| "HN", |
| "HR", |
| "HU", |
| "ID", |
| "IE", |
| "IL", |
| "IN", |
| "IQ", |
| "IR", |
| "IT", |
| "JP", |
| "KE", |
| "LT", |
| "LU", |
| "LV", |
| "MA", |
| "MD", |
| "MK", |
| "MT", |
| "MX", |
| "MY", |
| "NG", |
| "NL", |
| "NZ", |
| "PH", |
| "PK", |
| "PL", |
| "PR", |
| "PT", |
| "RO", |
| "RU", |
| "SE", |
| "SG", |
| "SI", |
| "SK", |
| "TH", |
| "TR", |
| "UA", |
| "US", |
| "VN" |
| ], |
| "company_size": [ |
| "L", |
| "M", |
| "S" |
| ] |
| }, |
| "encoding": "pd.get_dummies(drop_first=True) saat pelatihan; saat inferensi: get_dummies lalu reindex ke model_columns.json", |
| "model_membutuhkan_scaling": false, |
| "metrik_uji": { |
| "RMSE": 52027.30882920043, |
| "MAE": 39212.72439070619, |
| "MSE": 2706840864.008997, |
| "R2": 0.3811622356088731 |
| }, |
| "parameter_terbaik": { |
| "learning_rate": 0.1062, |
| "loss": "huber", |
| "max_depth": 4, |
| "max_features": 0.2, |
| "min_samples_leaf": 13, |
| "min_samples_split": 7, |
| "n_estimators": 287, |
| "subsample": 0.9018 |
| }, |
| "versi": { |
| "scikit-learn": "1.6.1", |
| "python": "3.13.18" |
| } |
| } |
