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deposit prediction classifier on bank marketing dataset

  • The data is related with direct marketing campaigns (phone calls) of a Portuguese banking institution. The classification goal is to predict if the client will subscribe a term deposit. Source: https://archive.ics.uci.edu/dataset/222/bank+marketing

  • All previous ML experiments and results are in ml_bank_marketing_experiments.ipynb notebook. The results were unsufficient

  • Experiments with SGDClassifier (with better results) are in ml_sgdClassifier_bank_marketing_experiments.ipynb

  • The model with the best parameters is saved as sgd_bank_marketing_pipe.skops (and running on HF space)

  • Application configuration file app.py for Gradio

  • Dependencies for HuggingFace space are in requirements .txt

  • Link to HuggingFace Space with the app: https://huggingface.co/spaces/winterForestStump/bank_deposit_prediction

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