Created
May 22, 2024 01:09
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A sample of one production model, and it's full `info.json` for the Robin Project (machine learning)
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| { | |
| "adjuster_model_params": {}, | |
| "best_algorithm_params": { | |
| "": [ | |
| { | |
| "classifier": "BaggedLogisticRegression", | |
| "training_duration_in_days": "3650", | |
| "feature_selector": { | |
| "group": "all", | |
| "list": "manual", | |
| "feature_list": "rfe" | |
| } | |
| } | |
| ] | |
| }, | |
| "best_ensemble": { | |
| "": "1_BaggedLogisticRegression" | |
| }, | |
| "data_params": { | |
| "career_stats": { | |
| "run": { | |
| "adjustment": "median_regression", | |
| "adjustment_options": { | |
| "adjustment_style": "linear", | |
| "grouping": "Gender" | |
| }, | |
| "contexts": [ | |
| "Surface" | |
| ], | |
| "discount_options": { | |
| "discount_span_days": 1095, | |
| "discount_style": "linear" | |
| }, | |
| "discounting": true, | |
| "limit": null, | |
| "rank_adjusting": false, | |
| "raw_data_subfolder": "feb_2020_data" | |
| } | |
| }, | |
| "feature_selector": { | |
| "init": { | |
| "end_date": "2018-11-01", | |
| "groups": [ | |
| "all" | |
| ] | |
| }, | |
| "run": { | |
| "include_women": true | |
| } | |
| }, | |
| "matchup_stats": { | |
| "run": { | |
| "choose_p1_by": "rank", | |
| "context_options": { | |
| "Surface": { | |
| "alpha": 1, | |
| "columns_to_keep": null, | |
| "min_matches": 1 | |
| }, | |
| "use_context_adjuster": false | |
| }, | |
| "min_matches": 5 | |
| } | |
| }, | |
| "sport": "tennis" | |
| }, | |
| "model_runner_params": { | |
| "bet_strategy": "2019_10_27_201910_june2019data", | |
| "init": { | |
| "adjust_confidence": false, | |
| "groups": [ | |
| { | |
| "query_filter": "Date == Date", | |
| "weight_samples": false, | |
| "name": "all", | |
| "algorithms": [ | |
| { | |
| "classifier": "BaggedLogisticRegression", | |
| "feature_selectors": [ | |
| { | |
| "group": "all", | |
| "list": "manual", | |
| "feature_list": "rfe" | |
| } | |
| ], | |
| "training_duration_in_days": "3650", | |
| "feature_transformations": [ | |
| { | |
| "function": "bin", | |
| "params": [ | |
| [ | |
| 0, | |
| 0.1, | |
| 0.15, | |
| 0.2, | |
| 0.25, | |
| 0.3, | |
| 0.33, | |
| 0.36, | |
| 0.4, | |
| 0.45, | |
| 0.5, | |
| 0.55, | |
| 0.6, | |
| 0.65, | |
| 0.7, | |
| 0.8, | |
| 0.9, | |
| 1.0, | |
| 1.2, | |
| 1.5, | |
| 100 | |
| ] | |
| ], | |
| "column": "MoneyLineFractional_P1" | |
| }, | |
| { | |
| "function": "bin", | |
| "params": [ | |
| [ | |
| 0, | |
| 0.5, | |
| 0.65, | |
| 0.8, | |
| 0.9, | |
| 1.05, | |
| 1.2, | |
| 1.3, | |
| 1.4, | |
| 1.5, | |
| 1.6, | |
| 1.75, | |
| 1.9, | |
| 2.1, | |
| 2.3, | |
| 2.6, | |
| 3, | |
| 3.5, | |
| 4.5, | |
| 6, | |
| 100 | |
| ] | |
| ], | |
| "column": "MoneyLineFractional_P2" | |
| } | |
| ], | |
| "options": { | |
| "outlier_removal": { | |
| "detector_options": { | |
| "behaviour": "new", | |
| "contamination": 0.03, | |
| "max_samples": 0.01 | |
| } | |
| } | |
| } | |
| } | |
| ], | |
| "classifiers": [ | |
| "BaggedLogisticRegression" | |
| ] | |
| } | |
| ], | |
| "include_women": true, | |
| "matchup_stats_folder": "relevance_solely", | |
| "sport": "tennis" | |
| }, | |
| "run": { | |
| "end_date": "2020-02-10", | |
| "evaluation_metric": "risk_adjusted_return", | |
| "model_name": "prod_2020_02_16", | |
| "rank_by_cross_val": false, | |
| "save": true, | |
| "save_model": true, | |
| "start_date": "2020-02-03", | |
| "update_model_every": "2D", | |
| "validation_segment": null, | |
| "weight_samples": false | |
| } | |
| }, | |
| "results": { | |
| "": [ | |
| { | |
| "P1WinsProbBaggedLogisticRegression_relevance_solelymanual3650": -0.6619460812084501, | |
| "classifier": "BaggedLogisticRegression", | |
| "optimal_algorithm": "P1WinsProbBaggedLogisticRegression_relevance_solelymanual3650", | |
| "optimal_params": { | |
| "classifier": "BaggedLogisticRegression", | |
| "training_duration_in_days": "3650", | |
| "feature_selector": { | |
| "group": "all", | |
| "list": "manual", | |
| "feature_list": "rfe" | |
| } | |
| } | |
| } | |
| ] | |
| }, | |
| "run_at": "2020-02-16 00:41:29.909253" | |
| } |
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