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vahadruya / Capstone_Regression_NYC_Taxi_Trip_Duration_Prediction

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This project aims to predict the Taxi-trip duration within NYC based on several factors as predictors. Various combinations of relevant features are explored as iterations. After analysing the dataset, important and necessary features are selected. Several regression models are implemented & evaluated based on R2 & RMSE, & predictions visualised

python sklearn regression pandas xgboost lightgbm folium geopandas chi-square-test decision-tree-regression eli5 nyc-taxi-dataset anova-test stacking-ensemble
  • Updated Jul 21, 2023
  • Jupyter Notebook

tboudart / Tanzanian-Water-Pumps-Clustering-and-Classification

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For this group project, I performed cluster analysis and classification using Python to predict one of three classes for water pumps; functional, functional but needs repair, and non-functions. I used clustering to find hidden data structures to exploit for fitting individual classification techniques with better results than using the entire da…

python numpy scikit-learn pandas pca matplotlib pickle jupyter-notebooks cluster-analysis kmeans-clustering warnings hierarchical-clustering optics-clustering dbscan-clustering classification-algorithms k-nearest-neighbor-classifier stacking-ensemble
  • Updated Jun 29, 2021
  • Jupyter Notebook

naureen20 / Predicting-Housing-prices-using-Advanced-Regression-Techniques.

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Application of learnings in the Machine Learning course , this project mainly gives first hand idea of elaborative exploratory data analysis performed on data sets and various advanced regressions models are used for predicting House Prices.

python portfolio data-science machine-learning scikit-learn eda ensemble-learning feature-engineering ridge-regression elastic-net lasso-regression svr xgboost-model stacking-ensemble
  • Updated Aug 23, 2020
  • Jupyter Notebook

LuluW8071 / Laptop-Price-Prediction

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A collection of machine learning models for predicting laptop prices

python machine-learning ensemble-learning ridge-regression lasso-regression knn-regression decision-tree-regression random-forest-regression multiple-linear-regression sckiit-learn gradient-boosting-regressor xgboost-regression extra-tree-regressor streamlit stacking-ensemble svm-regressor voting-regressor adaboost-regressor laptop-price-prediction
  • Updated Nov 7, 2023
  • Jupyter Notebook

LinggarM / Ensemble-Learning-Comparison-on-Diabetes-Classification

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Comparison of ensemble learning methods on diabetes disease classification with various datasets

python machine-learning ensemble-learning adaboost stacking gradient-boosting boosting bagging ensemble-machine-learning ensemble-methods diabetes-prediction extreme-gradient-boosting stacking-ensemble bagging-ensemble light-gradient-boosting-machine boosting-ensemble cat-boost
  • Updated Nov 6, 2023
  • Jupyter Notebook

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