Merge branch 'milestone-3' of https://github.com/aye-thuzar/CS634Project into milestone-3

README.md

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 # CS634Project
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+Milestone-3 notebook: https://colab.research.google.com/drive/17-7A0RkGcwqcJw0IcSvkniDmhbn5SuXe
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+Hugging Face App: 
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+Results:
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+XGBoost Model's RMSE: 28986  (Milestone-2)
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+Baseline LGBM's RMSE: 26233
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+Optuna optimized LGBM's RMSE: 13799.282803291926
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+***********
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+Totalnumber of trials:  120
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+Best RMSE score on validation data: 12338.665498601415
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+------------------------------
+
+Best params:
+
+------------------------------
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+boosting_type :	 goss
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+reg_alpha :	 3.9731274536451826
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+reg_lambda :	 0.8825276525195174
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+colsample_bytree :	 1.0
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+subsample :	 1.0
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+learning_rate :	 0.05
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+max_depth :	 6
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+num_leaves :	 48
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+min_child_samples :	 1
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+***********
+
+Reference:
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+https://github.com/adhok/streamlit_ames_housing_price_prediction_app/tree/main