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A loja de moda InStyle é uma grande loja de roupas, mas enfrenta desafios significativos em relação à experiência do cliente. Em vista disso, a InStyle montou uma equipe com a tarefa de treinar um algoritmo para classificar os clientes em satisfeitos e insatiseitos a fim de agir rápido e reverter a situação.
Simulation study for evaluating different imputation methods
When signaficant amount of data are missing, what can we do? Impute the missing data with mean or median? Actually, Scikit-Learn provides two powerful imputers, KNNImputer and IterativeImputer, which can do this work effectively.
House prices dataset exploration and prediction. Workflow includes useful examples of Tensorflow pipelines including k-Nearest Neighbors imputer, Decision Tree Regression and XGBoost Regression
Разработка алгоритма привлечения новых клиентов банка
Data Preprocessing - PCA
We build a model to predict the value of used cars, while also considering speed and quality of the prediction.