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Update README.md

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@@ -86,11 +86,11 @@ All the attributes are encoded and normalized before splitting into train and te
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  **Milestone 2:**
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- For milestone 2, I ran an XGBoost Model with objective="reg:squarederror" and max_depth=3. The RMSE score is 28986.
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  **Milestone 3:**
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-
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  **References:**
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  **Milestone 2:**
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+ For milestone 2, I used an XGBoost Model with objective="reg:squarederror" and max_depth=3. The RMSE score is 28986.
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  **Milestone 3:**
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+ For milestone 3, I used light gradient boosting machine (LGBM) with default parameters for baseline and hyperparameter-tuned with Optuna for the optimized model. The results are stated at the beginning of my readme file.
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  **References:**
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