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GitHub topics: bagging-ensemble

shraddha-r0/pgp-ml-ai-portfolio

A series of six hands-on projects completed during my PGP ML and AI academic training with UT Austin and Great Learning

Language: Jupyter Notebook - Size: 9.73 MB - Last synced at: 7 days ago - Pushed at: 7 days ago - Stars: 0 - Forks: 0

YYomna-MMaged/Sound_Classification-Puppy-Barbie-

This project implements a machine learning system that classifies audio clips as either "Barbie" or "Puppy" voices using acoustic feature extraction and logistic regression with bagging ensemble.

Language: Jupyter Notebook - Size: 105 KB - Last synced at: 11 days ago - Pushed at: 11 days ago - Stars: 0 - Forks: 0

TorshaMajumder/Ensembles_of_Oblique_Decision_Trees

Ensembles of Oblique Decision Trees

Language: Python - Size: 2.35 MB - Last synced at: 19 days ago - Pushed at: 19 days ago - Stars: 6 - Forks: 1

ua-datalab/MLWorkshops

UArizona DataLab Workshops

Language: Jupyter Notebook - Size: 85.3 MB - Last synced at: about 1 month ago - Pushed at: about 1 month ago - Stars: 7 - Forks: 0

KasiMuthuveerappan/CAB-Ensemble-Learning-CHURN-Prediction

📘 This repository predicts OLA driver churn using ensemble methods—Bagging (Random Forest) and Boosting (XGBoost)—with KNN imputation and SMOTE. It reveals city-wise churn trends and key performance drivers, powering smarter, data-backed retention strategies for the ride-hailing industry.

Language: Jupyter Notebook - Size: 23.8 MB - Last synced at: about 2 months ago - Pushed at: about 2 months ago - Stars: 0 - Forks: 0

newking9088/building_insurance_predictive_modeling

A comprehensive case study on implementing predictive modeling in insurance

Size: 713 KB - Last synced at: about 2 months ago - Pushed at: about 2 months ago - Stars: 0 - Forks: 1

tejaswirupa/Youth-Drug-Use-Behavior-Analysis-using-Decision-Trees

Predicted marijuana use behavior among youth using decision trees and ensemble methods. Achieved over 89% accuracy and identified peer influence and friend opinions as key factors.

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RufelleEmmanuelPactol/16PF-Analysis-Deep-Ensemble-Learning

[Published, Macau, ICETT] EDA, and model development of utilizing 16 PF data for decision support systems in higher-level education. Utilizes "Augmented Clustering" and "Deep Ensemble Learning"

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sadiq18/PredictPodcastListeningTime

Kaggle contest to predict listening time of a podcast episode.

Language: Jupyter Notebook - Size: 23.1 MB - Last synced at: about 2 months ago - Pushed at: 2 months ago - Stars: 0 - Forks: 0

somjit101/Facebook-Friend-Recommendation

This is a friend recommendation systems which are used on social media platforms (e.g. Facebook, Instagram, Twitter) to suggest friends/new connections based on common interests, workplace, common friends etc. using Graph Mining techniques. Here, we are given a social graph, i.e. a graph structure where nodes are individuals on social media platforms and a directed edges (or 'links') indicates that one person 'follows' the other, or are 'friends' on social media. Now, the task is to predict newer edges to be offered as 'friend suggestions'.

Language: Jupyter Notebook - Size: 770 KB - Last synced at: 2 months ago - Pushed at: over 1 year ago - Stars: 10 - Forks: 3

ranimeshehata/Heart-Failure-Classification-Problem Fork of habibatarek26/Heart-Failure-Classification-Problem

This project aims to build and evaluate machine learning models to predict heart failure based on patient data. The project includes the implementation of 6 machine learning algorithms.

Language: Jupyter Notebook - Size: 2.67 MB - Last synced at: 3 months ago - Pushed at: 3 months ago - Stars: 0 - Forks: 0

jodhie/building_insurance_predictive_modeling

A comprehensive case study on implementing predictive modeling in insurance

Size: 173 KB - Last synced at: 4 months ago - Pushed at: 4 months ago - Stars: 0 - Forks: 0

FaraazArsath/Ensemble_techniques_breast_cancer_detection

Ensemble Learning Techniques - Breast Cancer Classification

Language: Jupyter Notebook - Size: 805 KB - Last synced at: 4 months ago - Pushed at: over 2 years ago - Stars: 0 - Forks: 0

VivekSagarSingh/Probability-of-Credit-card-Default

Classification problem using multiple ML Algorithms

Language: Jupyter Notebook - Size: 26.5 MB - Last synced at: 4 months ago - Pushed at: 4 months ago - Stars: 3 - Forks: 1

s1dewalker/Credit-Risk-Modeling-in-Python

Credit risk modeling | EDA | Python | SQL | Model Validation and Tuning | Classifier

Language: Jupyter Notebook - Size: 1.86 MB - Last synced at: 3 months ago - Pushed at: 6 months ago - Stars: 0 - Forks: 0

Khushi130404/Ensemble-Learning

This project demonstrates various ensemble learning techniques using Jupyter Notebook. The goal is to explore how ensemble methods can improve the performance of machine learning models for both regression and classification tasks.

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SimranS22/Heart-Disease-Prediction-Model-SurTech

A ML application(deployed on flask) to detect heart disease in patients based on medical features.

Language: Jupyter Notebook - Size: 8.26 MB - Last synced at: 6 months ago - Pushed at: 6 months ago - Stars: 2 - Forks: 1

Pythondeveloper6/Ensemble-learning-beginner-guide

machine learning ensemble learning types in easy steps with examples

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prneidhardt/Ensemble-Learning

EasyVisa Project

Language: Jupyter Notebook - Size: 1020 KB - Last synced at: about 2 months ago - Pushed at: 7 months ago - Stars: 4 - Forks: 1

jeffreywijaya100/exercise-ml

solving case and answer question given about machine learning

Language: Jupyter Notebook - Size: 390 KB - Last synced at: 7 days ago - Pushed at: 8 months ago - Stars: 0 - Forks: 0

TheMrityunjayPathak/MachineLearning

Machine Learning with Python

Language: Jupyter Notebook - Size: 709 KB - Last synced at: 10 months ago - Pushed at: 10 months ago - Stars: 0 - Forks: 0

marielgyap/Spot-the-Hits

My capstone project for the Institute of Data investigates the metadata of songs on Spotify, building a predictive model to project a track's popularity on Spotify using its audio features.

Language: Jupyter Notebook - Size: 35.7 MB - Last synced at: 10 months ago - Pushed at: 10 months ago - Stars: 0 - Forks: 0

itsatefe/Machine-Learning

Machine Learning Algorithms

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StrangeCoder1729/FinancialFraudDetectionModels

Developed and evaluated machine learning and deep learning models for detecting financial fraud.

Language: Jupyter Notebook - Size: 2.58 MB - Last synced at: 7 months ago - Pushed at: about 1 year ago - Stars: 2 - Forks: 1

sayande01/Ensemble_Learning_2

This project explores Bagging (Bootstrap Aggregating) for both classification and regression tasks. By training multiple models on different data subsets, Bagging improves accuracy and resilience. Using synthetic and real-world datasets, the project demonstrates how Bagging enhances performance over single-model approaches.

Size: 260 KB - Last synced at: 3 months ago - Pushed at: 11 months ago - Stars: 0 - Forks: 0

AmbreenMahhoor/Bagging-Ensemble

Language: Jupyter Notebook - Size: 146 KB - Last synced at: 11 months ago - Pushed at: 11 months ago - Stars: 0 - Forks: 0

Niteshchawla/OLA-EnsembleLearning

Recruiting and retaining drivers is seen by industry watchers as a tough battle for Ola. Churn among drivers is high and it’s very easy for drivers to stop working for the service on the fly or jump to Uber depending on the rates.

Language: Jupyter Notebook - Size: 1.25 MB - Last synced at: 4 months ago - Pushed at: 12 months ago - Stars: 0 - Forks: 0

jElhamm/Model-Ensembles-Bagging-In-Machine-Learning

"This repository contains implementations of Boosting method, aimed at improving predictive performance by combining multiple models. by using titanic database."

Language: Jupyter Notebook - Size: 702 KB - Last synced at: 3 months ago - Pushed at: 12 months ago - Stars: 0 - Forks: 0

YNWA-Algo/T-Cancer-Reoccurrence-Predictor-Model

This project leverages data from 383 thyroid cancer patients over 15 years to develop a model to predict propensity for reoccurrence based on certain features. This work extends and further explores different model types to emerge with the best predictor model - and save more lives

Language: Jupyter Notebook - Size: 8.65 MB - Last synced at: about 1 year ago - Pushed at: about 1 year ago - Stars: 0 - Forks: 0

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

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

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selcia25/machine_learning_algorithms

👩‍💻This repository contains implementations of various machine learning algorithms, along with example datasets and Jupyter Notebook files for demonstration.

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shobhitraj1/CSE342-Statistical-Machine-Learning

This repository contains my coursework (assignments, semester exams & project) for the Statistical Machine Learning course at IIIT Delhi in Winter 2024.

Language: Jupyter Notebook - Size: 52 MB - Last synced at: about 1 year ago - Pushed at: about 1 year ago - Stars: 0 - Forks: 0

edwinthomas444/machine-learning

e2e machine learning pipeline using a config based approach for classification problems. Supports grouping and grading classifiers in addition to online learning algorithms

Language: Python - Size: 55.1 MB - Last synced at: about 1 year ago - Pushed at: over 2 years ago - Stars: 0 - Forks: 0

dardenkyle/Credit-Card-Users-Churn-Prediction

Analyze the data and come up with a predictive model to determine if a customer will leave the credit card services or not and the reason behind it

Language: Jupyter Notebook - Size: 1.79 MB - Last synced at: about 1 year ago - Pushed at: about 1 year ago - Stars: 0 - Forks: 0

dheeraj-19/MachineLearning

Repo to store all the concepts and codes that I have learned and worked on in the Machine Learning field

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Harsha-Vardhan-Tangudu/MACHINE-LEARNING-INTRUSION-DETECTION-SYSTEM

ML project based on intrusion detection system trained dataset

Language: Jupyter Notebook - Size: 41.7 MB - Last synced at: 4 months ago - Pushed at: over 1 year ago - Stars: 1 - Forks: 0

SatyaA26/Ensemble-Methods

"Heart disease and diabetes prediction accuracy through Bagging and AdaBoost ensemble methods for enhanced predictive performance."

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phancykemunto/CREDIT-CARD-FRAUD-PREDICTION-USING-ENSEMBLE-LEARNING

Data visualization provides a good, organized pictorial representation of the data which makes it easier to understand, observe, analyze.In this Pproject, we will provide codes for visualizing data using Python.

Language: Python - Size: 63.5 KB - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 0 - Forks: 0

MrTejas/ML-Algos

A collection of fundamental Machine Learning Algorithms Implemented from scratch along-with their applications for various ML tasks like clustering, thresholding, data analysis, prediction, regression and image classification.

Language: Jupyter Notebook - Size: 174 MB - Last synced at: about 1 month ago - Pushed at: over 1 year ago - Stars: 0 - Forks: 0

Aysenuryilmazz/TelecomCustomersChurnPrediction

churn prediction for telecom company

Language: Jupyter Notebook - Size: 829 KB - Last synced at: over 1 year ago - Pushed at: over 4 years ago - Stars: 0 - Forks: 0

Aysenuryilmazz/hr_analytics_ML

ML models for HR classification problem. For more information please visit the link: https://datahack.analyticsvidhya.com/contest/wns-analytics-hackathon-2018-1/

Language: Jupyter Notebook - Size: 47.9 KB - Last synced at: over 1 year ago - Pushed at: almost 5 years ago - Stars: 2 - Forks: 0

RimTouny/User-Forest-Cover-Type-Prediction

Predicting Colorado forest cover types using diverse ML models for classification. Baseline creation, feature selection, comparison, and tuning optimize accuracy in this University of Ottawa Master's Machine Learning course final project (2023).

Language: Jupyter Notebook - Size: 6.24 MB - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 1 - Forks: 0

ClJuRo/Classification-of-Good-Loans-and-Bad-Loans-using-ML-algorithms

Predictive Modeling of Credit Risk Faced by a P2P lending platform

Language: Jupyter Notebook - Size: 8.1 MB - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 0 - Forks: 0

Sarthak-10/Bagging-Classifier-from-scratch

The project contains an implementation of Bagging Classifier from scratch without the use of any inbuilt libraries.

Language: Jupyter Notebook - Size: 128 KB - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 0 - Forks: 0

Abdul-AA/Shark-Tank-Pitches

Predictive Modeling and Clustering Insights for Success on Shark Tank

Language: R - Size: 1.27 MB - Last synced at: 3 months ago - Pushed at: over 1 year ago - Stars: 0 - Forks: 0

jddeguia/bagging-lstm

Implementation of bagging-based ensemble for solar irradiance prediction. Base learners used in ensemble learning is stacked-LSTM

Language: Jupyter Notebook - Size: 1.44 MB - Last synced at: over 1 year ago - Pushed at: almost 5 years ago - Stars: 11 - Forks: 2

bautidea/Data_Science

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alifrmf/Mobile-Price-Prediction-Classification-Analysis

Supervised Machine Learning Analysis Using Classification Models

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divyansh1195/Machine-Learning-Projects

Implementation of Machine Learning Projects

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ashishyadav24092000/RandomForest-Algorithm

PERFORMING THE RANDOM FOREST CLASSIFIER ALGORITHM ON THE FAMOUS IRIS DATASET.

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jarrodtky/bachelordegree-capstone

An Opinion Analysis: What Do Customers Say About Hotel Ratings and Reviews in Malaysia?

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AlessandroDiLauro/Machine-Learning-with-Tree-Based-Models-in-Python

Decision trees are supervised learning models used for problems involving classification and regression.

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Erdos1729/text-classification-ml

Application of various text classification algorithms on multiple datasets.

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SohamKhisa/CSE472-Machine-Learning-Sessional

BUET Machine Learning Lab Course

Language: Jupyter Notebook - Size: 3.05 MB - Last synced at: almost 2 years ago - Pushed at: almost 2 years ago - Stars: 0 - Forks: 0

tex216/ML-Strategy-Design-for-Stock-Investment

Developed a ML assisted stock trading strategy to long or short a stock by training a random forest learner (random tree with bagging), details see the Final-Project-Report.

Language: Python - Size: 15 MB - Last synced at: almost 2 years ago - Pushed at: almost 3 years ago - Stars: 1 - Forks: 0

ChaitanyaGhadling/TwitterSentimentAnalysis

Created a pipeline for sentiment analysis using Tweepy and PySpark

Language: Jupyter Notebook - Size: 14.6 KB - Last synced at: almost 2 years ago - Pushed at: almost 2 years ago - Stars: 1 - Forks: 0

AdiShirsath/Machine_learning_projects

Projects on Classification and Regression

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LorenzoValente3/Iron-Classifier

Repo focusing on improving the classification of the iron spectrum in cosmic rays using MAGIC telescopes MC data

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ejaj/diabetes-prediction

Diabetes prediction

Language: Jupyter Notebook - Size: 139 KB - Last synced at: almost 2 years ago - Pushed at: almost 2 years ago - Stars: 0 - Forks: 0

tex216/Assess-Learners-of-Machine-Learning

Implemented four supervised learning Machine Learning algorithms from an algorithmic family called Classification and Regression Trees (CARTs), details see README_Report.

Language: Python - Size: 14.5 MB - Last synced at: almost 2 years ago - Pushed at: almost 3 years ago - Stars: 1 - Forks: 0

bupt-ai-cz/BreastCancerCNN Fork of WendyDong/BreastCancerCNN

https://teacher.bupt.edu.cn/zhuchuang/en/index.htm

Language: Jupyter Notebook - Size: 2.32 MB - Last synced at: 11 months ago - Pushed at: about 4 years ago - Stars: 8 - Forks: 1

aayush301/Machine-learning-lab

This repository contains several ML algorithms wriiten from scratch that are covered in ML lab.

Language: Jupyter Notebook - Size: 237 KB - Last synced at: about 2 years ago - Pushed at: about 2 years ago - Stars: 0 - Forks: 0

tien02/salary-prediction

Predicting developer's salary from Stack Overflow Annual Developer Survey (https://insights.stackoverflow.com/survey)

Language: Jupyter Notebook - Size: 4.26 MB - Last synced at: about 1 year ago - Pushed at: over 2 years ago - Stars: 1 - Forks: 1

goz1985/RST-ARM-GLM_-Research

Work on combining Logit model with an information granulation method for better interpretability

Language: R - Size: 286 KB - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 1 - Forks: 0

AhmedAbdAlkreem/Diabetes

Complete project of people that have diabetes and show what features that explain that person be sick.

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davidocmartins/Machine_Learning_Project

Applied various algorithm models to solve a binary classification problem of predicting if a patient will suffer from a disease. Project done for Machine Learning class of Data Science Ms

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Anello92/Machine_Learning_Python

Top Machine Learning Algorithms Detailed in Python and Preprocessing for Machine Learning

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Yemi-Ak/Ensemble-Techniques-EasyVisa

Analyze the data of Visa applicants, build a predictive model to facilitate the process of visa approvals, and based on important factors that significantly influence the Visa status recommend a suitable profile for the applicants for whom the visa should be certified or denied.

Language: Jupyter Notebook - Size: 945 KB - Last synced at: about 2 years ago - Pushed at: about 2 years ago - Stars: 0 - Forks: 0

MoinDalvs/Assignment_Random_Forest_1

Use Random Forest to prepare a model on fraud data treating those who have taxable income <= 30000 as "Risky" and others are "Good"

Language: Jupyter Notebook - Size: 5.11 MB - Last synced at: 3 months ago - Pushed at: about 3 years ago - Stars: 3 - Forks: 0

amondalgit/DMML23-assignments

Data Mining Machine Learning | Assignments | JAN-APR 2023 | CMI

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QuyAnh2005/homemade-machine-learning

Understand and code some basic algorithms in machine learning from scratch

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akashjborah97/Sports-Player-Career-Duration-Predictor-

The dataset contains National Basketball Association’s tabular data of 22 columns, all regarding a player's performance records such as e.g. the number of 3 Points made. If a Rookie (new player) is successful or not depends on many variables - especially on his performance in the first season. Sometimes, it is possible to use statistics about such players to predict whether they will last 5 years in the NBA or not. Logistics Regression is implemented on the dataset to generated the precision-recall tradeoff and the AUC-ROC curve.

Language: Jupyter Notebook - Size: 707 KB - Last synced at: over 2 years ago - Pushed at: almost 3 years ago - Stars: 1 - Forks: 0

shubhamsawant0601/Machine_Learning

Repository of explaination and python codes with Scikit-Learn for different ML algorithms.

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rochitasundar/Customer-profiling-using-ML-EasyVisa

The aim is to find an optimal ML model (Decision Tree, Random Forest, Bagging or Boosting Classifiers with Hyper-parameter Tuning) to predict visa statuses for work visa applicants to US. This will help decrease the time spent processing applications (currently increasing at a rate of >9% annually) while formulating suitable profile of candidates more likely to have the visa certified.

Language: Jupyter Notebook - Size: 7.68 MB - Last synced at: over 2 years ago - Pushed at: over 3 years ago - Stars: 6 - Forks: 2

Najib-Haq/CSE-472-Machine-Learning

ML Sessional of BUET CSE Dept

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karthik-d/Boilerplate-for-Active-Learning

Templated boilerplate to perform Active Learning.

Language: Python - Size: 49.9 MB - Last synced at: over 2 years ago - Pushed at: over 2 years ago - Stars: 0 - Forks: 0

lauren-alexandra/subscription-prediction

ensemble techniques

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ZeeshanKhalid2k01/Bagging

Bagging is the term from "Bootstrap Aggregation Algorithm", That is for Low Bias & Low Variance

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CHYMEE/Quality-Metric-of-Global-Ecological-Footprint

Second project worked on at Hamoye Internship involving a classification problem.

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3dot14shreyansh/random_forest_

Brief theoretical description about Random forest and application about the same.

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Megha-Bose/SMAI-Project Fork of vs666/SMAI-Project

SMAI Project of Team Skynet: Analysing methods to tackle class imbalance for classification problems

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msuvorov7/base_ml_algo

implementation of basic ML algorithms

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charanya78/melanoma-detection

A two-tier convolution neural network hybrid model for malignant melanoma prediction.

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a3X3k/Spam-Email-Detection

Size: 67.9 MB - Last synced at: over 2 years ago - Pushed at: over 2 years ago - Stars: 4 - Forks: 0

daiphuongngo/Banking-Dataset-Imbalanced-Learn-Comparison

Banking-Dataset-Marketing-Targets

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creativeobs/spam_detection

Spam Detection NLP

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AnveshaM/MachineLearning_models_using_Matlab

Stepwise Multiple Linear Regression (With Interactions) and Random Forest Regression on predicting the Productivity of the Garment Factory Workers

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angeloruggieridj/Ensemble-Learning-Cancer

Python Notebook for Ensemble Learning on Wisconsin Breast Cancer Database

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madhur02/Ensemble_learning_on_Loan_dataset

Ensemble Learning Tutorial

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RISHIKESHAVAN/ensemble-learning

Multi-classification of a cyber-bullying tweets dataset

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daiphuongngo/Porto-Seguro-Safe-Driver-Prediction-Imbalanced-Comparison-Classifiers

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ligerfotis/CSE6363_Machine_Learning

Machine Learning algorithms from-scratch implementation. It covers most Supervised and Unsupervised algorithms. Homework assignments and Projects for graduate level Machine Learning Course taught by Dr Manfred Huber at UTA during Spring 21

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shinanna/Netflix_MachineLearning

Supervised Machine Learning Models on Netflix Dataset

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Ayda-Darvishan/Tuning-ML-Classifiers

The project includes building seven different machine learning classifiers (including Linear Regression, Decision Tree, Bagging, Random Forest, Gradient Boost, AdaBoost, and XGBoost) using Original, OverSampled, and Undersampled data of ReneWind case study, tuning hyperparameters of the models, performance comparisons, and pipeline development for productionizing the final model.

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paul-lindquist/machine-learning-vs-march-madness Fork of MatthewR1021/Machine-Learning-Madness

Built 6 machine learning, classification models using 8 years' worth of data to make single-game predictions for NCAA basketball postseason tournaments

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jeevankande/Ensemble-Techniques

Ensemble methods is a machine learning technique that combines several base models in order to produce one optimal predictive model. To better understand this definition lets take a step back into ultimate goal of machine learning and model building. This is going to make more sense as I dive into specific examples and why Ensemble methods are used.

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Rakan-z/KCL-DS-Assignments-MSc

This repository consists of folders which include some of the courseworks I have completed in my Data Science MSc at KCL.

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izzypatrick21/model-bagging

bagging a model

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duat0sao/BTLML

Bài tập lớn môn học máy - TLU

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bhataparnak/Machine-Learning-Projects

Various Machine learning algorithms

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Related Keywords
bagging-ensemble 108 machine-learning 47 random-forest 34 boosting-ensemble 28 logistic-regression 24 decision-trees 23 python 18 decision-tree-classifier 18 classification 17 ensemble-learning 16 gradient-boosting 15 xgboost 15 adaboost 14 random-forest-classifier 13 svm 13 numpy 11 naive-bayes-classifier 11 decision-tree 10 boosting 10 stacking-ensemble 9 bagging 9 boosting-algorithms 9 hyperparameter-tuning 9 exploratory-data-analysis 9 data-science 8 knn-classification 8 feature-selection 8 pandas 8 knn 8 scikit-learn 7 ensemble-machine-learning 7 machine-learning-algorithms 7 clustering 6 jupyter-notebook 6 gridsearchcv 6 linear-regression 6 naive-bayes 6 data-analysis 6 feature-engineering 6 matplotlib 6 deep-learning 5 eda 5 voting-classifier 5 cross-validation 5 bagging-trees 5 xgboost-algorithm 5 supervised-learning 5 python3 5 kmeans-clustering 5 seaborn 4 regression-models 4 ensemble 4 bagging-classifier 4 svm-classifier 4 regression 4 pca 4 data-visualization 4 xgboost-classifier 4 smote-sampling 3 decision-tree-regression 3 knn-classifier 3 randomforestclassifier 3 preprocessing 3 gradient-boosting-classifier 3 visualization 3 deep-neural-networks 3 predictive-modeling 3 precision-recall 3 adaboostclassifier 3 roc-auc-curve 3 keras 3 artificial-neural-networks 3 supervised-machine-learning 3 glm 3 tensorflow 3 smote 3 support-vector-machine 2 lasso-regression 2 dimensionality-reduction 2 adaboost-algorithm 2 unsupervised-machine-learning 2 cnn 2 linear 2 neural-networks 2 perceptron-learning-algorithm 2 extratreesclassifier 2 ab-testing 2 boosting-tree 2 support-vector-machines 2 insurance 2 adaboost-classifier 2 stacking 2 randomizedsearchcv 2 data-preprocessing 2 ml 2 knearest-neighbor-classifier 2 sklearn-library 2 numpy-library 2 unsupervised-learning 2 ensemble-model 2