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Projects in Awesome Lists tagged with random-forest-classifier

A curated list of projects in awesome lists tagged with random-forest-classifier .

https://github.com/thedefibat/road-accidents-prediction-and-classification

Final Year Project on Road Accident Prediction using user's Location,weather conditions by applying machine Learning concepts.

decision-tree-classifier random-forest-classifier scikitlearn-machine-learning

Last synced: 02 Jan 2026

https://github.com/soumilgit/xyz-bank-customer-churn-predictor

Modular full-stack ML project leveraging Groq API, Streamlit, Supabase, JSON, SciPy, SciKit-Learn, Plotly & EmailJS, alongside libraries - NumPy, Pandas, Utils, OS, Base64, Re, Pillow & DateTime.

decision-tree-classifier emailjs fintech html-css-javascript json jupyter-notebook naive-bayes-classifier openai pickle-file pillow-library python qwen3-32b rag-pipeline random-forest-classifier scikit-learn smote streamlit supabase svm-classifier xgboost-classifier

Last synced: 01 Jun 2026

https://github.com/jan-janssen/gmailsorter

Similarity based email sorting for Google Mail using RandomForest classifiers

google-mail-api machine-learning python random-forest-classifier

Last synced: 11 Apr 2026

https://github.com/amstuta/random-forest

Implementation of a Random Forest classifier in both Python and Scala

decision-tree machine-learning random-forest-classifier

Last synced: 05 Aug 2025

https://github.com/bharathsudharsan/ml-classifiers-on-mcus

Supplementary material for IEEE Services Computing paper 'An SRAM Optimized Approach for Constant Memory Consumption and Ultra-fast Execution of ML Classifiers on TinyML Hardware'

adafruit-feather arduino arm-cortex-m0 code-generation decision-tree-classifier efficient-inference esp32 microcontroller optimization random-forest-classifier stm32 tinyml

Last synced: 23 Apr 2025

https://github.com/teddyoweh/spambase-classification

A machine learning model created with random forest classifier to show the probability and predict if an email is spam or non spam

algorithms machine-learning-algorithms machinelearning predictive-modeling python random-forest random-forest-classifier

Last synced: 09 Apr 2025

https://github.com/yash22222/ibm-csrbox-internship-project

The objective of the Data Analytics internship at CSRBOX is to provide interns with hands-on experience in applying data analytics techniques to real-world projects in the field of corporate social responsibility (CSR). Interns will gain practical skills in data collection, cleaning, analysis, visualization, and reporting, while working on projects

data-mining data-preprocessing data-science exploratory-data-analysis feature-engineering lemmatization machine-learning pandas pos-tagging random-forest random-forest-classifier scikit-learn sentiment-analysis web-scraping wordcloud

Last synced: 22 Apr 2025

https://github.com/ruban2205/machine_learning_fundamentals

This repository contains a collection of fundamental topics and techniques in machine learning. It aims to provide a comprehensive understanding of various aspects of machine learning through simplified notebooks. Each topic is covered in a separate notebook, allowing for easy exploration and learning.

adaboost-classifier agglomerative-clustering apriori-algorithm data-preprocessing data-science ensemble-learning fuzzy-cmeans-clustering machine-learning machine-learning-algorithms machine-learning-models multilayer-perceptron python random-forest-classifier self-organizing-map single-layer-perceptron

Last synced: 26 Oct 2025

https://github.com/nafisalawalidris/fraud-detection-with-supervised-learning

This repository contains a basic fraud detection system utilising supervised learning techniques to identify potentially fraudulent credit card transactions. The project establishes a baseline model that addresses the challenges of credit card fraud in financial institutions.

datacollection datapreprocessing fastapi finance frauddetection machine-learning modeltraining python random-forest-classifier scikitlearn-machine-learning supervisedlearning

Last synced: 14 Jul 2025

https://github.com/danieldacosta/disaster-webapp

The project consists of a Multi-Label Text Classifier project using a Random Forest Classifier with MultiOuputClassifier from Sklearn.

disaster-messages random-forest-classifier sklearn webapplication

Last synced: 30 Apr 2025

https://github.com/shubhamkumar-op/crop_recommendation

A rule-based system use rules to suggest crops based on weather patterns, and other relevant factors. This type of system is relatively simple to implement and may be suitable for smaller farms with less complex data needs.

logistic-regression pandas random-forest random-forest-classifier scikit-learn

Last synced: 17 Jun 2025

https://github.com/yash22222/devanagari-sentiment-analysis

"Devanagari Sentiment Analysis" is a project for analyzing sentiments in Hindi, Marathi, Punjabi, Gujarati text data. It preprocesses text, trains ML models, and visualizes sentiment with word clouds and scores.

data-analytics devanagari-character-dataset devanagri-character-recognition devanagri-sentiment-analysis gujarati hindi machine-learning marathi marathi-linguistic-dataset punjabi random-forest-classifier sentiment-analysis wordcloud

Last synced: 25 Jun 2025

https://github.com/gregspangenberg/shoulder

Landmark detection and humeral implant positioning with lightweight machine learning models.

anatomy arthroplasty computer-vision glenoid humerus implant machine-learning python random-forest-classifier shoulder surgery unet-segmentation

Last synced: 08 Oct 2025

https://github.com/kshitijshrivastava1903/liver-disease-prediction-using-ml_algorithms

Used 5 different supervised machine learning algorithms and trained them with real data of people with and without liver disease. Then evaluated the results of each of them using different parameters to choose the best one.

decision-trees knearest-neighbor-classifier logistic-regression machine-learning-algorithms matplotlib-pyplot random-forest-classifier seaborn-plots support-vector-machines

Last synced: 24 Sep 2025

https://github.com/shaadclt/password-strength-checker-randomforestclassifier

This project is a password strength checker that utilizes a Random Forest Classifier to determine the strength of a given password. The Random Forest Classifier is trained on a dataset of passwords labeled with their corresponding strength levels.

random-forest-classifier tfidf-vectorizer

Last synced: 10 Oct 2025

https://github.com/soumilgit/ai_ml_projects

A collection of few beginner-friendly AI-ML Projects in Python. Feel free to star and refer to for learning purposes!

data-science gemini-api numpy opencv python random-forest-classifier

Last synced: 13 Apr 2025

https://github.com/stewartpark/scikit-small-ensemble

scikit-small-ensemble is a library to make your ensemble models(Random Forest Classifier, etc) have a small memory footprint/usage.

compression ensemble-learning lz4 mmap random-forest-classifier scikit-learn

Last synced: 05 Feb 2026

https://github.com/sainipankaj15/pair-trading-strategy-using-random-forest

Developed a model using Random Forest algorithm to get prediction of user defined number of stocks to go long & short in all trading sessions of upcoming year. Achieved 14.04% CAGR with 100% profitability in all seven years of backtested data. The model outperformed the index in 5 years out of the total 7 years of testing.

machine-learning matplotlib numpy pandas random-forest-classifier sklearn-estimator stock-market

Last synced: 10 Apr 2026

https://github.com/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"

bagging-ensemble bagging-trees data-science hyperparameter-tuning random-forest-classifier

Last synced: 04 Feb 2026

https://github.com/shaadclt/digits-classification-randomforestclassifier

This project aims to classify handwritten digits using a random forest classifier algorithm. By analyzing the provided dataset of handwritten digits, the model can accurately predict the digit represented in the image.

random-forest-classifier

Last synced: 28 Mar 2025

https://github.com/analitico-771/machine_learning_index_prediction

This application compares the performance of Unsupervised machine learning models and Supervised models. It downloads 3 yrs of market daily close data from all SP500 companies and divides them into Sectors to be used as features for learning and training the data, in order to predict wether the index will be a Buy or Sell the next day. The results are evaluated to determine each model's performance and the metrics are presented along with the analysis.

alpaca-trading-api data-science deep-learning fintech machine-learning neural-network pandas-dataframe python quantitative-finance random-forest-classifier scikit-learn sp500-data-analysis

Last synced: 26 Feb 2026

https://github.com/chaitanyac22/telecom-churn-prediction

In this project, data analytics is used to analyze customer-level data of a leading telecom firm, build predictive models to identify customers at high risk of churn, and identify the main indicators of churn. The project focuses on a four-month window, wherein the first two months are the ‘good’ phase, the third month is the ‘action’ phase, while the fourth month is the ‘churn’ phase. The business objective is to predict the churn in the last i.e. fourth month using the data from the first three months.

class-imbalance classification data-analytics data-cleaning data-manipulation evaluation-metrics feature-engineering hyperparameter-tuning logistic-regression machine-learning model-building model-evaluation over-sampling pca random-forest-classifier rfe smote statistics telecom xgboost

Last synced: 12 Jun 2025

https://github.com/anwarulh007/eduprotect--student-dropout-analysis

EduProtect is a valuable tool for educators, parents, and students in India. By providing accurate predictions and facilitating collaboration, it aims to address the critical issue of student dropouts and ensure a brighter future for all. Used Java in App development and Python for the ML Algorithm in Google Colab.

matpoltlib numpy python random-forest-classifier sckiit-learn

Last synced: 07 Mar 2026

https://github.com/spignelon/letter-recognition_project-ml

A machine learning project for letter recognition using SVM, KNN, and Decision Tree, Random Forest, and Naive Bayes algorithms. Includes data preprocessing, model training, evaluation, and visualization, and research report.

decision-tree-classifier knn-classifier letter-recognition machine-learning machinelearning naive-bayes-classifier random-forest-classifier research research-paper research-project scikit-learn svm-classifier uci-dataset uci-machine-learning

Last synced: 26 Oct 2025

https://github.com/yash22222/terrorist-activity-forecasting-and-risk-assessment-system

In an era marked by global security challenges, the "TAFRAS" emerges as a cutting-edge solution to tackle the ever-evolving threat of terrorism. The project is grounded in the urgent need for predictive systems that can anticipate, assess, and mitigate potential terrorist activities.

corpora data-vizualisation folium-maps gensim global-terrorism-database lda machine-learning matplotlib networkx nltk nmf numpy pandas python random-forest-classifier seaborn sklearn spacy textblob vader-sentiment-analysis

Last synced: 08 Apr 2026

https://github.com/mdaiyub/heart-disease-prediction

Heart disease describes a range of conditions that affect your heart. Diseases under the heart disease umbrella include blood vessel diseases, such as coronary artery disease, heart rhythm problems (arrhythmia), and heart defects you’re born with (congenital heart defects), among others.

confusion-matrix data-science decision-tree-classifier gaussiannb kneighborsclassifier logistic-regression machine-learning matplotlib-pyplot numpy pandas python random-forest-classifier seaborn svc-svm

Last synced: 15 Apr 2026

https://github.com/maskedsyntax/iris-flower-prediction-app

A simple web app for Iris Flower Prediction

iris-dataset random-forest-classifier streamlit webapp

Last synced: 05 May 2026

https://github.com/moindalvs/assignment_random_forest_2

A cloth manufacturing company is interested to know about the segment or attributes causes high sale. Approach - A Random Forest can be built with target variable Sale (we will first convert it in categorical variable) & all other variable will be independent in the analysis.

data-science hyperparameter-tuning numpy pandas python random-forest-classifier sklearn

Last synced: 10 Apr 2026

https://github.com/genepattern/randomforest

Random Forest, GenePattern - Mesirov Lab, UCSD

prediction random-forest random-forest-classifier

Last synced: 20 Feb 2026

https://github.com/2000pawan/heart-dieases-prediction

"Excited to announce my latest project on LinkedIn! ❤️ Introducing my heart disease prediction ML model deployed on Streamlit. With the powerful Random Forest Classifier algorithm, this solution achieves an impressive accuracy of 98% on training and 93% on testing data. Join me in leveraging technology to enhance healthcare outcomes! 💻🩺 .

artificial-intelligence jupyter-notebook machine-learning numpy pandas python random-forest-classifier streamlit vscode

Last synced: 09 Apr 2026

https://github.com/maskedsyntax/penguins-species-prediction

A web app using streamlit to predict Penguin Species

pickle random-forest-classifier streamlit webapp

Last synced: 24 Apr 2026

https://github.com/mdaiyub/house-price-prediction

Predicting house prices can help determine the selling price of a house in a particular region and can help people find the right time to buy a home.

confusion-matrix decision-tree-classifier gaussiannb kneighborsclassifier logistic-regression machine-learning matplotlib-pyplot numpy pandas random-forest-classifier seaborn svc-svm

Last synced: 29 Apr 2026

https://github.com/ohincu/insurance-cross-selling

Identify health insurance customers with interest in a vehicle insurance.

catboost-classifier classification python random-forest-classifier

Last synced: 13 May 2026

https://github.com/prasukj7-arch/visual_text

The project uses computer vision and machine learning to translate sign language gestures into text, MediaPipe detects handprints, and Random Forest Classifier predicts characters in real time. It recognizes all 26 letters of the English alphabet, providing an intuitive interface to improve communication for people who need to use sign language.

computer-vision english-alphabet-recognition hand-gesture-recognition human-computer-interaction machine-learning mediapipe random-forest-classifier real-time-prediction sign-language-translation

Last synced: 05 Feb 2026

https://github.com/dimitriskatos/health_stroke_prediction

Prediction possible strokes using RandomForest and PCA

cleaning-data pca prediction random-forest-classifier smote

Last synced: 06 Apr 2025

https://github.com/dimitriskatos/bank_exited_prediction

Prediction the exited in bank using Artificial Neural Network and Random Forest Classifier.

artificial-neural-networks descriptive-statistics random-forest-classifier

Last synced: 06 Apr 2025

https://github.com/ahmad-ali-rafique/adult-income-dataset

This repository contains a Jupyter Notebook exploring the adult income dataset. The notebook performs Exploratory Data Analysis (EDA), including visualizations with charts and graphs. Additionally, it implements various classification models to predict income and analyzes their accuracy.

accuracy classification dataanalytics datavisualization-project decision-tree-classifier eda evaluation evaluation-metrics exploratory-data-analysis logistic-regression machine-learning random-forest-classifier

Last synced: 23 Jun 2025

https://github.com/geekquad/random-forest-from-scratch

A basic implementation of the Random Forest Classifier from Scratch and using Seaborn to find important features.

iris-dataset random-forest random-forest-classifier seaborn sklearn

Last synced: 17 May 2026

https://github.com/mikaremi/traffic_jam

Prediction of the number of tickets that a travel company can expect to sell for each ride.

exploratory-data-analysis machine-learning random-forest-classifier

Last synced: 09 Jul 2025

https://github.com/travisz09/kangaroo-island-wildfire

This original code is the product of Travis Zalesky's Final Project in U. of AZ MS GIST class 601B - Remote Sensing. It is being provided publicly in the interest of transparity and repeatability.

australia kangaroo-island nbr random-forest-classifier remote-sensing wildfire

Last synced: 09 Apr 2025

https://github.com/gamm95/predihipertension

Aplicación móvil basado en Machine Learning para la predicción del riesgo de desarrollar hipertensión arterial

android firebase flask flutter machine-learning python random-forest-classifier

Last synced: 12 Apr 2026

https://github.com/onome-joseph/heart-attack-prediction

This project estimates the likelihood of a heart attack for a patient based on their health parameters.

classification-model data-science flask-application healthcare machine-learning random-forest-classifier

Last synced: 06 Apr 2025

https://github.com/mikasenghaas/glass-forensic-analysis

glass forensic analysis using self-implemented neural networks, decision trees and random forests.

decision-trees ensemble-learning machine-learning neural-networks random-forest-classifier

Last synced: 13 Sep 2025

https://github.com/stephen-adwini-badu/08.-j.p-morgan-project

This project comprises two interconnected objectives, each represented by a separate Jupyter Notebook. Both objectives aim to apply machine learning methodologies to solve practical problems in predictive analytics.

data-science jupyter-notebook machine-learning predictive-analysis random-forest-classifier random-forest-regression

Last synced: 29 Jun 2025

https://github.com/aisuko/multimodal-mimic

Multi-modal LLM and traditional ML models for ICU modality prediction on MIMIC-III across various time windows.

ai logistic-regression mimic-iii modality-classification multi-modal neural-network random-forest-classifier transfer-learning xgboost-classifier

Last synced: 07 May 2025

https://github.com/devang-2021/croppredictionmodel

This is the baisically crop prediction model which helps the farmers to make the data-driven decision about which crop is suitable according to the current soil quality and climate factors.

anylogic anylogic-simulation flask java machine-learning-algorithms predictive-modeling python random-forest-classifier rest-api

Last synced: 04 Feb 2026

https://github.com/ghazaleze/investigate_classifiers

The point is to investigate three types of classifiers (linear classifier with feature selection, linear classifier without feature selection, and a non-linear classifier) in a setting where precision and interpretability may matter.

feature-selection l2-regularization large-scale lasso-regression machine-learning random-forest-classifier support-vector-machine svm-classifier

Last synced: 06 Aug 2025

https://github.com/usmanshaikh24/machine-learning-model-for-anomaly-detection-and-predictive-maintenance

This project addresses the growing need for intelligent industrial maintenance systems. By applying machine learning techniques, we aim to detect anomalies in machine behavior, predict machine failures, estimate Remaining Useful Life (RUL), and schedule maintenance tasks based on priority—enhancing reliability and minimizing downtime.

jupyter-notebook macine-learning random-forest-classifier xgboost-classifier

Last synced: 15 May 2025

https://github.com/raju-2003/indiaai-cyberguard-ai-hackathon

An NLP-powered system to simplify cybercrime reporting by analyzing descriptions, categorizing incidents, and providing actionable insights.

matplotlib nltk numpy pandas python random-forest-classifier re scikit-learn seaborn shap spacy wordcloud

Last synced: 11 Apr 2026

https://github.com/akashshnkr/real-time-malicious-url-detection-using-lexical-analysis

A real-time malicious URL detection system using machine learning and lexical analysis, featuring a Chrome extension for proactive protection. Includes a web interface for manual URL verification and a robust classification model. 🚀🔒

chrome-extension machine-learning pyhton random-forest-classifier

Last synced: 21 Feb 2026

https://github.com/mahnoorsheikh16/loan-default-prediction

Credit risk is the borrower’s inability to repay a loan. Machine Learning models can predict risky customers and reduce lender losses. By analyzing behavior and demographics of past customers, these insights can apply to future customers for better loan decisions. This study aims to find the most suitable model for predicting loan defaults.

auc-score binary-classification-algorithms credit-card-fraud-detection data-cleaning data-science decision-tree-classifier exploratory-data-analysis loan-default-prediction logistic-regression machine-learning naive-bayes-classifier pre-processing python random-forest-classifier support-vector-machines xgboost-classifier

Last synced: 10 Apr 2026

https://github.com/mehmoodulhaq570/machine-learning-models

A repository consisting of machine learning models for predicting the future instance. More specifically this repository is a Machine Learning course for those who are interested in learning the basics of machine learning algorithms.

decision-trees gradient-descent gradient-descent-algorithm knn-algorithm linear-regression linear-regression-models logistic-regression-algorithm machine-learning-algorithms machine-learning-models ml naive-bayes-algorithm one-hot-encoding pca python random-forest-classifier scikit-learn svm-model

Last synced: 08 Apr 2025

https://github.com/lasithaamarasinghe/stock-market-price-prediction

This ML model predicts the price of the S&P500 Stock Market Index using RandomForestClassifier

jupyter-notebook machine-learning pandas python random-forest-classifier scikit-learn sp500 stock-market-price-prediction yfinance

Last synced: 10 Apr 2026

https://github.com/aryansk/fake-news-detection

A sophisticated machine learning solution to detect fake news using multiple classification algorithms. Identify the credibility of news articles with advanced text analysis techniques!

fake-news-detection machine-learning machine-learning-algorithms matplotlib numpy pandas python random-forest-classifier scikit-learn seaborn

Last synced: 10 Apr 2026

https://github.com/shubhamgoyal575/ecommerce-product-categorization

This project classifies e-commerce products into predefined categories using machine learning. It includes preprocessing steps like stopword removal, punctuation cleaning, and feature extraction. Models, including LSTM, are implemented, and evaluated for better accuracy.

accuracy-score artificial-neural-networks confusion-matrix data-analysis data-cleaning data-preprocessing data-science data-visualization deep-learning exploratory-data-analysis hyperparameter-tuning logistic-regression long-short-term-memory machine-learning machine-learning-algorithms naive-bayes-algorithm natural-language-processing precision-score random-forest-classifier

Last synced: 30 Aug 2025

https://github.com/gokulnpc/wine-quality-prediction

This web app is created to predict the quality of red wine based on the input features. The model is trained using the Random Forest Classifier algorithm.

classification-model machine-learning random-forest-classifier stream

Last synced: 01 Jul 2025

https://github.com/gokulnpc/house-price-prediction

This web app is a simple house price prediction tool. It uses a Random Forest model to predict the price of a house in Bengaluru, India. The model was trained on a dataset from Kaggle. The web app is built using Streamlit, a popular Python library for building web apps.

machine-learning random-forest-classifier streamlit

Last synced: 26 Aug 2025

https://github.com/nirmalyabag20/diabetes-prediction-using-machine-learning

This project focuses on predicting diabetes using machine learning algorithms based on health metrics like glucose levels, blood pressure, and BMI. By comparing different models, the goal is to identify the most accurate approach for early diabetes detection, showcasing the potential of machine learning in healthcare.

decision-tree-classifier jupyter-notebook kneighborsclassifier logistic-regression matplotlib numpy pandas python random-forest-classifier scikit-learn seaborn svc

Last synced: 18 Jan 2026

https://github.com/adityashinde716/liam-the-healthcare-chatbot

Made a healthcare chatbot Liam which will help you to detect your health problem and gives precautions.

csv numpy pandas python python3 random random-forest random-forest-classifier requests sklearn sklearn-library sklearn-model

Last synced: 05 May 2026

https://github.com/ankushmallick1100/Diabetes-Prediction-of-Females-using-Maching-Learning-Techniques

This is a machine learning project that uses various machine learning algorithms to predict whether a patient is diabetic or not. Here various machine learning algorithms like SVM, RF Classifier, DT Classifier, KNN, LR , LRwith CV, NB Classifier, and XGB are used. For this work, a website is made with Python Streamlit library. Paper is ongoing.

classification cross-validation decision-tree-classifier diabetes diabetes-prediction jupyter jupyter-notebook logistic-regression machine-learning machine-learning-algorithms numpy pandas python random-forest random-forest-classifier regression streamlit support-vector-machine xgboost xgboost-classifier

Last synced: 29 Sep 2025