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| "content": "from pathlib import Path\nimport re\nimport sqlite3\nfrom typing import Optional, Tuple\n\n# Import per lo Stemming\nimport nltk\nfrom nltk.stem import PorterStemmer\nimport numpy as np\nimport pandas as pd\nfrom sklearn.feature_extraction.text import TfidfVectorizer\n\nfrom hopcroft_skill_classification_tool_competition.config import PROCESSED_DATA_DIR, RAW_DATA_DIR\n\n", |
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| "filename": "/home/giuto/Desktop/Uni/Magistrale/2° Anno/I° Semestre/Software Engineering for AI-Enabled Systems/Hopcroft/hopcroft_skill_classification_tool_competition/mlsmote.py", |
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| "edits": [ |
| { |
| "content": "import random\n\nimport numpy as np\nimport pandas as pd\nfrom sklearn.datasets import make_classification\nfrom sklearn.neighbors import NearestNeighbors\n\n\n", |
| "end_location": { |
| "column": 1, |
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| "filename": "/home/giuto/Desktop/Uni/Magistrale/2° Anno/I° Semestre/Software Engineering for AI-Enabled Systems/Hopcroft/hopcroft_skill_classification_tool_competition/modeling/train.py", |
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| "content": "import argparse\nimport os\nfrom pathlib import Path\n\nfrom imblearn.over_sampling import ADASYN, SMOTE, RandomOverSampler\nimport joblib\nimport lightgbm as lgb\nimport mlflow\nimport mlflow.sklearn\nimport numpy as np\nfrom sklearn.decomposition import PCA\nfrom sklearn.ensemble import RandomForestClassifier\nfrom sklearn.metrics import f1_score, precision_score, recall_score\nfrom sklearn.model_selection import GridSearchCV, KFold, train_test_split\nfrom sklearn.multioutput import MultiOutputClassifier\n\nfrom hopcroft_skill_classification_tool_competition.config import (\n ADASYN_CONFIG,\n DATA_PATHS,\n MLFLOW_CONFIG,\n MODEL_CONFIG,\n PCA_CONFIG,\n TRAINING_CONFIG,\n)\n\n", |
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| "content": "from imblearn.over_sampling import RandomOverSampler, ADASYN", |
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| "content": " import pandas as pd\n\n from hopcroft_skill_classification_tool_competition.mlsmote import MLSMOTE as mlsmote_function\n from hopcroft_skill_classification_tool_competition.mlsmote import get_minority_instace\n", |
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