Upload models_metadata.json with huggingface_hub
Browse files- models_metadata.json +125 -0
models_metadata.json
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{
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"best_model": {
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"name": "Gradient Boosting",
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"type": "MultiOutputRegressor"
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},
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"all_models": {
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"Random Forest": {
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"file_name": "random_forest.pkl",
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"model_type": "MultiOutputRegressor",
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"is_best_model": false
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},
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"Gradient Boosting": {
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"file_name": "gradient_boosting.pkl",
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"model_type": "MultiOutputRegressor",
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"is_best_model": true
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},
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"XGBoost": {
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"file_name": "xgboost.pkl",
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"model_type": "MultiOutputRegressor",
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"is_best_model": false
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},
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"Linear Regression": {
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"file_name": "linear_regression.pkl",
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"model_type": "MultiOutputRegressor",
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"is_best_model": false
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},
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"Ridge Regression": {
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"file_name": "ridge_regression.pkl",
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"model_type": "MultiOutputRegressor",
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"is_best_model": false
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},
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"Lasso Regression": {
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"file_name": "lasso_regression.pkl",
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"model_type": "MultiOutputRegressor",
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"is_best_model": false
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},
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"Support Vector Regression": {
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"file_name": "support_vector_regression.pkl",
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"model_type": "MultiOutputRegressor",
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"is_best_model": false
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},
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"K-Neighbors": {
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"file_name": "k-neighbors.pkl",
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"model_type": "MultiOutputRegressor",
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"is_best_model": false
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},
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"MultiLayer Perceptron": {
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"file_name": "multilayer_perceptron.pkl",
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"model_type": "MultiOutputRegressor",
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"is_best_model": false
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},
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"Extra Trees": {
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"file_name": "extra_trees.pkl",
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"model_type": "MultiOutputRegressor",
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"is_best_model": false
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}
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},
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"feature_columns": [
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"time_min",
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"temperature_c",
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"pressure_atm",
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"ph",
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"sample_encoded",
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"method_encoded"
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],
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"target_columns": [
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"pectin_yield",
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"galacturonic_acid",
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"molecular_weight",
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"esterification_degree"
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],
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"timestamp": "2025-11-21T15:09:03.896657",
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"performance_summary": {
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"Random Forest": {
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"average_r2": 0.9259113573589833,
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"average_mae": 978.0065368137342,
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"average_rmse": 1214.2913733491907
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},
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"Gradient Boosting": {
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"average_r2": 0.9427364450625025,
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"average_mae": 868.4402709872938,
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"average_rmse": 1074.2773136179212
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},
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"XGBoost": {
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"average_r2": 0.9202552568919424,
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"average_mae": 1074.230969811392,
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"average_rmse": 1327.1701873750499
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},
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"Linear Regression": {
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"average_r2": 0.6965037781193568,
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"average_mae": 3730.7549786515183,
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"average_rmse": 4818.582238981318
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},
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"Ridge Regression": {
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"average_r2": 0.5552634824964677,
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"average_mae": 3665.3100792936148,
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"average_rmse": 4850.509701616237
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},
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"Lasso Regression": {
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"average_r2": 0.3846292916175258,
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"average_mae": 3702.032509808647,
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"average_rmse": 4828.527973793558
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},
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"Support Vector Regression": {
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"average_r2": 0.48321382880503405,
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"average_mae": 6612.235998243185,
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"average_rmse": 7939.849714629312
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},
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"K-Neighbors": {
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"average_r2": 0.8683507702509604,
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| 111 |
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"average_mae": 1287.512615,
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| 112 |
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"average_rmse": 2230.119201717444
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},
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"MultiLayer Perceptron": {
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| 115 |
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"average_r2": 0.8046401888399946,
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| 116 |
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"average_mae": 4253.843137154152,
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| 117 |
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"average_rmse": 5488.065210605732
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},
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"Extra Trees": {
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"average_r2": 0.9135049334580244,
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"average_mae": 1060.1740917797918,
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"average_rmse": 1314.6887230153202
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}
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}
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}
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