denis-42ds
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@@ -1,4 +1,5 @@
 data/
+mlflow_experiments_store/
 __pycache__/
 .env_rep/
 .git/
 
@@ -8,6 +8,8 @@
 - `requirements.txt` - библиотеки Python, необходимые для работы проекта, а также их версии
 - `payments_optimization.ipynb` - рабочая тетрадь с исследованиями, визуализациями и текстовыми описаниями
 - `research_class.py` - файл, содержащий класс для проведения исследования
+- `assets` - директория с сохранёнными артефактами
+- `run_mlflow_server.sh` - скрипт для запуска mlflow server
 
 ## Описание проекта
 
@@ -61,7 +63,7 @@
 - отчёт по проведённому исследованию.
 
 ## Используемые инструменты
-Python: 
+PostgreSQL, MLflow, Python: pandas, matplotlib, seaborn, sklearn
 
 ## Заключение:
 <br>Отчёт по выполненным в ходе исследования шагам.
 
@@ -0,0 +1,6 @@
+,feature_idx,cv_scores,avg_score,feature_names,ci_bound,std_dev,std_err
+6,"(0, 1, 2, 3, 4, 5)",[0.3625     0.32432432 0.26490066 0.35151515],0.3258100345227829,"('lessons_delivered', 'mean_lesson_price', 'lessons_given', 'lessons_started_fraction', 'lessons_per_pupil', 'money_recieved')",0.06061233378029212,0.037812251888664695,0.021830913806586496
+5,"(0, 1, 2, 3, 4)",[0.36024845 0.32214765 0.27210884 0.36363636],0.32953532634636473,"('lessons_delivered', 'mean_lesson_price', 'lessons_given', 'lessons_started_fraction', 'lessons_per_pupil')",0.05921576195202961,0.03694101789291901,0.02132790662461557
+4,"(0, 1, 3, 4)",[0.3625     0.34899329 0.27210884 0.39285714],0.34411481874629046,"('lessons_delivered', 'mean_lesson_price', 'lessons_started_fraction', 'lessons_per_pupil')",0.07133937334906555,0.044504182340714335,0.02569450165447561
+3,"(1, 3, 4)",[0.36477987 0.31724138 0.27027027 0.35802469],0.3275790537881191,"('mean_lesson_price', 'lessons_started_fraction', 'lessons_per_pupil')",0.06052184423321084,0.037755801108202564,0.02179832193329072
+2,"(3, 4)",[0.33548387 0.32876712 0.20833333 0.33540373],0.3019970135742053,"('lessons_started_fraction', 'lessons_per_pupil')",0.08679408192035308,0.054145410403004156,0.03126086727155721
@@ -0,0 +1,3 @@
+,feature_idx,cv_scores,avg_score,feature_names,ci_bound,std_dev,std_err
+1,"(0,)",[0. 0. 0. 0.],0.0,"('lessons_delivered',)",0.0,0.0,0.0
+2,"(0, 3)",[0.03539823 0.01769912 0.         0.17910448],0.05805045568617091,"('lessons_delivered', 'lessons_started_fraction')",0.11381530257825856,0.07100226342502265,0.040993175901509554
Original file line number	Diff line number	Diff line change
`@@ -1,4 +1,5 @@`
`1`	`1`	`data/`
	`2`	`+mlflow_experiments_store/`
`2`	`3`	`__pycache__/`
`3`	`4`	`.env_rep/`
`4`	`5`	`.git/`
Original file line number	Diff line number	Diff line change
`@@ -0,0 +1,3 @@`
	`1`	`+,feature_idx,cv_scores,avg_score,feature_names,ci_bound,std_dev,std_err`
	`2`	`+1,"(0,)",[0. 0. 0. 0.],0.0,"('lessons_delivered',)",0.0,0.0,0.0`
	`3`	`+2,"(0, 3)",[0.03539823 0.01769912 0. 0.17910448],0.05805045568617091,"('lessons_delivered', 'lessons_started_fraction')",0.11381530257825856,0.07100226342502265,0.040993175901509554`