Projects in Awesome Lists tagged with lightgbm-classifier

https://github.com/edaaydinea/op1-prediction-of-the-different-progressive-levels-of-alzheimer-s-disease

This is an optional model development project on a real dataset related to predicting the different progressive levels of Alzheimer’s disease (AD).

alzheimer-disease-prediction anova-test catboost-classifier chi-square-test data-science deep-neural-networks keras-neural-networks lightgbm-classifier logistic-regression machine-learning multi-layer-perceptron-classifier neural-networks random-forest-classifier tensorflow xgboost-classifier

Last synced: 11 Apr 2025

https://github.com/edaaydinea/op2-prediction-of-the-different-progressive-levels-of-alzheimer-s-disease-with-mri-data

This is an optional model development project on a real dataset related to predicting the different progressive levels of Alzheimer’s disease (AD) with MRI data.

anova-analysis catboost-classifier chi-square-test data-science deep-learning keras-neural-networks lightgbm-classifier logistic-regression machine-learning multi-layer-perceptron-classifier neural-networks random-forest-classifier smote-oversampler tensorflow xgboost-classifier

Last synced: 11 Apr 2025

https://github.com/abhilash1910/nlp-workshop-ml-india

NLP Workshop -ML India

albert bart bert cnn-keras distilbert gpt-2 huggingface keras-tensorflow lightgbm-classifier lstm-neural-networks nlp-machine-learning roberta statistical-models transfer-learning transformer xgboost-algorithm xlm-roberta

Last synced: 21 Nov 2024

https://github.com/darenr/optuna-lgb

Example using Optuna to tune hyper parameters for LightGBM

hyperparameter-optimization hyperparameter-tuning lightgbm lightgbm-classifier

Last synced: 30 Mar 2025

https://github.com/datalopes1/bank_marketing_success

Projeto de Machine Learning baseado no Dataset Bank Marketing encontrado na UC Irvine - Machine Learning Repository e disponibilizado por S. Moro, R. Laureano e P. Cortez.

classification learning lightgbm lightgbm-classifier machine python

Last synced: 28 Mar 2025

https://github.com/tanishq-ctrl/house-price-prediction-and-visualization

This repository contains code and data for analyzing real estate trends, predicting house prices, estimating time on the market, and building an interactive dashboard for visualization. It is structured to cater to data scientists, real estate analysts, and developers looking to understand property market dynamics.

catboost catboost-classifier catboostregressor dataanlaytics datavisualization-project housepriceprediction lightgbm lightgbm-classifier lightgbm-regressor machinelearningalgorithms r2score rmse-score xgboost xgboost-algorithm xgboost-classifier

Last synced: 22 Mar 2025

https://github.com/dino-boooo/fashion-mnist-modeling-comparision

Compares two popular machine learning models - CNNs and LightGBM - and their effectiveness in image classification using the Fashion-MNIST dataset.

cnn-classification fashion-mnist-dataset lightgbm-classifier python pytorch tsne-visualization

Last synced: 28 Mar 2025

https://github.com/alessioborgi/mlpipeline_optimizationstudy

Exploration and optimization of a ML pipeline, delving into various techniques for enhancing different stages of ML workflows, including data preprocessing, feature engineering, model selection, and hyperparameter tuning.

catboost catboost-classifier data-imbalance gridsearchcv kernel-svm lightgbm lightgbm-classifier logistic-regression pca pca-analysis random-forest resource-complexity svm t-sne voting-ensemble xgboost xgboost-classifier

Last synced: 05 Apr 2025

https://github.com/parag000/customer-churn-prediction

An end to end ML solution to predict customer churn, aiding businesses in identifying at-risk customers. This repository features a tuned LightGBM model, custom preprocessing, SMOTE for class balancing, and a user-friendly Streamlit app for predictions, emphasizing model optimization and deployment.

gridsearchcv hyperparameter-tuning lightgbm-classifier pipeline random-forest-classifier smote-sampling streamlit winsorization

Last synced: 14 Mar 2025

https://github.com/peppecappella/customer-churn-prediction-from-retail-order-data

catboost-classifier churn-prediction lightgbm-classifier neural-networks xgboost-classifier

Last synced: 05 Mar 2025

https://github.com/an-gr-hh1/advanced-sensor-based-landslide-detection-and-alert-system-utlizing-machine-learning

This is a B.Tech final year project on Landslide Detection using IoT and ML. LightGBM, maps out high-risk areas and IoT nodes send real-time updates to cloud. All sensed data are presented on an android dashboard and features an interactive map and trigger an alert when abnormalities are detected.

android-application firebase-realtime-database internet-of-things kotlin-android lightgbm-classifier machine-learning