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- {
- "imports": ["import ", " from "]
- ,"data_load": [".load", "_load", "_dump", "load_", ".csv", "glob", "pickle.", "read_", "download", ".txt", ".json", ".png", ".jpg", ".jpeg"]
- ,"preprocessing": ["train_test_split(", "Normalizer(", "StandardScaler(", "normalize(", "scale(", "DictVectorizer(", "CountVectorizer(", "HashingVectorizer(", "TfidfVectorizer(", "Stemmer(", "Lemmatizer(", "convert", ".resize", "encode(", ".fill(", ".fillna(", ".concat", "merge"
- , "train_test_split (", "Normalizer (", "StandardScaler (", "normalize (", "scale (", "DictVectorizer (", "CountVectorizer (", "HashingVectorizer (", "TfidfVectorizer (", "Stemmer (", "Lemmatizer (", "encode (", ".fill (", ".fillna ("
- , "preprocess", "generation", "augmentation", "stemming", "lemmatization", "scale", ".normalize", ".crop", "crop(", "crop (", "resize(", "resize ("]
- ,"visualization": ["plot.", "plt.", "graph", "histogram", "hist", "sns.", "plotline", "chart", "diagram", "heatmap", "figure", "plot_tree(", "plot_tree ("]
- ,"model": ["LinearRegression(", "RandomForest(", "Ridge(", "RidgeCV(", "RidgeClassifier(", "RidgeClassifierCV(", "Lasso(", "SGD(", "LogisticRegression(", "LogisticRegressionCV(", "SVC(", "SVR(", "Layer(", "XGboost(", "LGBM(", "CatBoost("
- , "Perceptron(", "KNeighborsRegressor(", "KNeighborsClassifier(", "SGDRegressor(", "ElasticNet(", "ElasticNetCV(", "KMeans(", "AgglomerativeClustering(", "SpectralClustering(", "CategoricalNB(", "ComplementNB(", "DecisionTreeClassifier(", "DecisionTreeRegressor("
- ,"LinearRegression (", "RandomForest (", "Ridge (", "RidgeCV (", "RidgeClassifier (", "RidgeClassifierCV (", "Lasso (", "SGD (", "LogisticRegression (", "LogisticRegressionCV (", "SVC (", "SVR (", "Layer (", "XGboost (", "LGBM (", "CatBoost ("
- , "Perceptron (", "KNeighborsRegressor (", "KNeighborsClassifier (", "SGDRegressor (", "ElasticNet (", "ElasticNetCV (", "KMeans (", "AgglomerativeClustering (", "SpectralClustering (", "CategoricalNB (", "ComplementNB (", "DecisionTreeClassifier (", "DecisionTreeRegressor ("]
- ,"train": [".fit_transform", ".fit", "epoch", "loss", "optimizer"]
- ,"predict": [".predict", "_error", ".mean_", "_score", "_distance"]
- }
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