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randomised-search-cross-validation

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aditi-gupta-git / Binary-Distillation-Surrogate-Model

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This project develops machine learning ML surrogate models to approximate the performance of a binary distillation column. Process data is generated using DWSIM, an open-source process simulator, by systematically varying key operating parameters to predict Distillate Purity and Reboiler Duty. This was my Screening Task for FOSSEE IIT-B Internship.

open-source linear-regression exploratory-data-analysis xgboost polynomial-regression support-vector-regression random-forest-regression dwsim adaboost-regressor data-cleaning-and-preprocessing randomised-search-cross-validation rmse-evaluation residual-plots univariate-bivariate-multivariate parity-plots
  • Updated Sep 15, 2025
  • Jupyter Notebook

Adyy7902 / Restaurant-Success-Prediction

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👩🏻‍🍳🍽️Restaurant Success Prediction using ML

machine-learning data-visualization sqlite3 outlier-detection restaurant feature-engineering feature-importance random-forest-classifier feature-encoding distplot hypertuning one-hot-encoding wordcloud-visualization grid-search-cross-validation success-prediction handling-outlier histplot data-cleaning-and-preprocessing model-building-and-evaluation randomised-search-cross-validation
  • Updated Sep 21, 2024
  • Jupyter Notebook

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