Finance, Banking & Insurance
Social Analytics
-70%
Intelligent Adult Income Classification Using Machine Learning
Classify income using Random Forest & XGBoost with 95.42% accuracy. UCI Adult dataset with 48,842 records, 14 features.
Finance, Banking & Insurance
Banking Analytics
-70%
Bank Customer Churn Prediction and Early Warning System
Predict bank customer churn using Random Forest & XGBoost with 89.7% accuracy. SMOTE for class imbalance on 10,000 customer records.
Finance, Banking & Insurance
Banking Analytics
-70%
Intelligent Bank Customer Churn Prediction Using Machine Learning
Predict bank churn using Logistic Regression & Decision Tree with 89.3% accuracy. 10,000 customer records with 14 features.
Finance, Banking & Insurance
Loan Risk Assessment
-70%
Behavior-Based Intelligent Loan Approval Prediction System
Predict loan defaults using Decision Tree & Random Forest with 88.4% accuracy. SMOTE for class imbalance on comprehensive loan dataset.
Finance, Banking & Insurance
Banking / Loan Classification
-70%
CHIPGUARD: Intelligent Bank Personal Loan Classification System
Classify personal loan acceptance using Lasso & Ridge Regression with 92.4% accuracy. Universal Bank dataset with 5,000 records, 14 features.
Finance, Banking & Insurance
Financial Risk Analytics
-70%
Corporate Bankruptcy Prediction Using Machine Learning
Predict corporate bankruptcy using LightGBM & XGBoost with 96.72% accuracy. 6,819 company records with 95 financial features.
Finance, Banking & Insurance
Credit Risk
-70%
Credit Card Default Risk Prediction Using Machine Learning
Predict credit card default using XGBoost & Logistic Regression with 82.1% accuracy. 30,000 customer records with 24 features.
Finance, Banking & Insurance
Fraud Detection
-70%
Intelligent Credit Card Fraud Detection Using Machine Learning
Detect credit card fraud using XGBoost & Random Forest with 99.94% accuracy. SMOTE for extreme class imbalance (0.172% fraud rate).
Finance, Banking & Insurance
Credit Scoring
-70%
Intelligent Financial Health and Credit Scoring System
Predict credit default using XGBoost & Logistic Regression with 93.2% accuracy. 150,000 borrower records with 10 features.
Finance, Banking & Insurance
Financial NLP
-70%
Financial News Sentiment and Market Movement Prediction System
Predict financial sentiment using XGBoost & Logistic Regression with 84.2% accuracy. TF-IDF features from 5,000+ news headlines.
Finance, Banking & Insurance
Insurance Analytics
-70%
Intelligent Health Insurance Cross-Sell Prediction System
Predict insurance cross-sell using Ridge & Lasso with 86.42% accuracy. 381,109 customer records with 11 features.
Finance, Banking & Insurance
Real Estate Analytics
-70%
Intelligent House Price Prediction Using Machine Learning
Predict house prices using XGBoost & Gradient Boosting with 93.2% R² accuracy. Advanced feature engineering and data preprocessing.
Finance, Banking & Insurance
Insurance Analytics
-70%
AI-Based Insurance Premium Cost Prediction System
Predict medical insurance premiums using XGBoost, Random Forest, Ridge & Lasso with 86% R² accuracy. Analyze BMI, smoking, age and other health factors.
Finance, Banking & Insurance
Credit Risk Analytics
-70%
Intelligent Loan Default Prediction and Credit Risk Assessment System
Predict loan defaults using XGBoost & Random Forest with 89.7% accuracy. SMOTE for class imbalance and comprehensive feature engineering.
Finance, Banking & Insurance
Loan Risk Assessment
-70%
LoanDefend: Intelligent Loan Sanction Prediction System
Predict loan sanction using Gradient Boosting & Random Forest with 81.3% accuracy. 25+ features from 614 applications.
Finance, Banking & Insurance
Credit Analytics
-70%
Multi-Class Credit Score Classification System
Predict credit scores using XGBoost and Random Forest with 85.6% accuracy. Multi-class classification with SMOTE for imbalance handling.
Finance, Banking & Insurance
Loan Risk Assessment
-70%
WaferGuard: Intelligent Loan Approval Prediction System
Predict loan approval using XGBoost & Random Forest with 89.3% accuracy. 20+ features from 614 loan applications.
Finance, Banking & Insurance
Astronomy / Data Science
-70%
Automated Stellar Classification Using Machine Learning
Classify stars, galaxies and QSOs using Random Forest & Logistic Regression with 96.85% accuracy from SDSS data.
Finance, Banking & Insurance
Loan Risk Analytics
-70%
Financial Risk Analysis and Loan Default Prediction Using Machine Learning
Predict loan defaults using Ridge & Lasso Regression with SMOTE. 29 features from 26,000 loan records for credit risk assessment.
Healthcare & Medical AI
Health & Fitness Analytics
-70%
Body Fat Percentage Prediction Using Machine Learning
Predict body fat percentage using Ridge & Lasso Regression with 74.6% R² accuracy. 252 samples with 14 anthropometric features.
Healthcare & Medical AI
Medical Diagnosis
-70%
Breast Cancer Diagnosis Using Machine Learning
Diagnose breast cancer using Decision Tree & Random Forest with 96.5% accuracy. Wisconsin dataset with 569 samples, 30 features.
Healthcare & Medical AI
Medical Risk Prediction
-70%
Chronic Kidney Disease Risk Prediction Using Machine Learning
Predict CKD risk using Random Forest & XGBoost with 97.5% accuracy. 400 patient records with 24 clinical features.
Healthcare & Medical AI
Disease Prediction
-70%
Early Diabetes Risk Prediction Using Machine Learning
Predict diabetes risk using Random Forest & XGBoost with 84.8% accuracy. Pima Indian dataset with 768 samples, 8 features.
Healthcare & Medical AI
Maternal Healthcare
-70%
FetalGuard: Intelligent Fetal Health Classification Using Machine Learning
Classify fetal health using XGBoost & Logistic Regression with 93.8% accuracy from CTG data. SMOTE for handling class imbalance.
Healthcare & Medical AI
Cardiac Healthcare
-70%
Heart Failure Risk Prediction Using Machine Learning
Predict heart failure risk using Decision Tree & Random Forest with 87.5% accuracy. 12 clinical features from 299 patient records.
Healthcare & Medical AI
Healthcare Analytics
-70%
Hospital Readmission Risk Prediction Using Machine Learning
Predict 30-day hospital readmission using Random Forest & XGBoost with 68.4% accuracy. 100,000+ diabetic patient records.
Healthcare & Medical AI
Public Health Analytics
-70%
Life Expectancy Prediction Using Machine Learning
Predict life expectancy using XGBoost & Random Forest with 91.5% accuracy. WHO dataset with 20 features across 193 countries.
Healthcare & Medical AI
Disease Prediction
-70%
Liver Disease Prediction Using Machine Learning
Predict liver disease using Ensemble (XGBoost + Logistic Regression) with 72.6% accuracy. Indian Liver Patient Dataset with 10 features.
Healthcare & Medical AI
Cancer Risk Prediction
-70%
Lung Cancer Risk Prediction Using Machine Learning
Predict lung cancer risk using Random Forest & XGBoost with 96.8% accuracy. 14 risk factors from patient survey data.
Healthcare & Medical AI
Healthcare Operations
-70%
Medical Appointment No-Show Prediction Using Machine Learning
Predict no-show appointments using Logistic Regression & Random Forest with 82.5% accuracy. 110,527 appointment records.
Healthcare & Medical AI
Healthcare Risk Assessment
-70%
MindGuard - AI-Based Teen Mental Health Risk Assessment System
Assess teen mental health risk using XGBoost & Logistic Regression with 87.5% accuracy. 1,500+ records with 15+ behavioral features.
Healthcare & Medical AI
Health & Lifestyle Analytics
-70%
Lifestyle-Based Obesity Level Classification Using Machine Learning
Classify obesity levels using Random Forest & Logistic Regression with 94.2% accuracy. 7 obesity classes from lifestyle factors.
Healthcare & Medical AI
Medical Diagnosis
-70%
Parkinson's Disease Detection Using Machine Learning
Detect Parkinson's disease using Random Forest & XGBoost with 96.15% accuracy. 195 vocal feature samples from 31 individuals.
Healthcare & Medical AI
Sleep & Lifestyle Analytics
-70%
SleepWell AI - Intelligent Sleep Health and Lifestyle Classification System
Classify sleep disorders using XGBoost & Logistic Regression with 92.5% accuracy. 13 lifestyle and health parameters.
Healthcare & Medical AI
Medical Risk Prediction
-70%
Stroke Risk Prediction Using Machine Learning
Predict stroke risk using Random Forest & Logistic Regression with 94.8% accuracy. 12 features from 5,110 patient records.
Healthcare & Medical AI
Healthcare / Medical AI
-70%
COVID-19 Patient Outcome Prediction Using Machine Learning
Predict COVID-19 outcomes using Random Forest & Logistic Regression with 94.2% accuracy. 30,000+ case records with 8+ features.
Healthcare & Medical AI
Medical Diagnosis
-70%
Thyroid Disease Classification Using Machine Learning
Classify thyroid disease using Random Forest & Logistic Regression with 98.32% accuracy. 7,200 patient records with 29 features.
Engineering, Mobility & Industrial
Smart Transportation
-70%
Urban Bike Sharing Demand Prediction Using Machine Learning
Predict bike sharing demand using XGBoost & Random Forest with 89.2% R² accuracy. 10,000+ records with 12+ temporal/weather features.
Engineering, Mobility & Industrial
Electric Vehicle / Battery Analytics
-70%
Electric Vehicle Battery Health Prediction Using Machine Learning
Predict EV battery health using Logistic & Random Forest with 87.45% accuracy. 4 health categories from 100,000 battery records.
Engineering, Mobility & Industrial
Automotive Analytics
-70%
Vehicle Fuel Consumption Prediction Using Machine Learning
Predict fuel efficiency using Random Forest & Logistic Regression with 87.6% accuracy. 9 trip parameters from 423 records.
Engineering, Mobility & Industrial
Industrial AI
-70%
Industrial Equipment Failure Prediction Using Machine Learning
Predict equipment failure using Lasso & Ridge Logistic with 96.58% accuracy. 10,000 sensor records with 9 features.
Engineering, Mobility & Industrial
Transportation Analytics
-70%
NYC Taxi Trip Duration Prediction Using Machine Learning
Predict taxi trip duration using Decision Tree & Ridge Regression with 0.562 R². 1.4M NYC TLC trip records with 11 features.
Engineering, Mobility & Industrial
EV / Smart Mobility
-70%
Electric Vehicle Charging Pattern Prediction Using Machine Learning
Classify EV charging patterns using Logistic & Random Forest with 92.7% accuracy. 10,000 charging events with 16 features.
Engineering, Mobility & Industrial
Smart Transportation
-70%
Traffic Accident Prediction Using Machine Learning
Predict traffic accidents using Lasso & Ridge Regression with 84.21% accuracy. 10,000 records with 15 driver, vehicle, road features.
Engineering, Mobility & Industrial
Aerospace / Predictive Maintenance
-70%
Turbofan Engine Degradation Prediction Using Machine Learning
Predict RUL using Lasso & Ridge Regression with 94.71% R² accuracy. NASA CMAPSS FD004 with 249 engines, 21 sensors.
Engineering, Mobility & Industrial
Automotive Analytics
-70%
Used Car Price Prediction Using Machine Learning
Predict used car prices using Random Forest, Ridge & Lasso with 91.5% R² accuracy. 7,000+ records with 12+ features.
Engineering, Mobility & Industrial
Semiconductor / Manufacturing
-70%
Semiconductor Wafer Defect Classification Using Machine Learning
Classify wafer defects using Ridge & Lasso Regression with 87.3% accuracy. 10,000 samples with 15 process parameters.
Education, HR & Career Analytics
HR Analytics
-70%
Employee Attrition Prediction and Workforce Analytics Using Machine Learning
Predict employee attrition using Logistic & Naive Bayes with 88.3% accuracy. IBM HR dataset with 35 features from 1,470 employees.
Education, HR & Career Analytics
HR Analytics
-70%
Employee Promotion Prediction Using Machine Learning
Predict employee promotion using XGBoost & Random Forest with 91.2% accuracy. HR Analytics dataset with 19,158 employee records.
Education, HR & Career Analytics
HR Technology / NLP
-70%
AI-Based Resume Screening Using Machine Learning
Screen resumes using Random Forest & Logistic Regression with 87.5% accuracy. NLP and TF-IDF for job role prediction and candidate matching.
Education, HR & Career Analytics
HR / Salary Analytics
-70%
Salary Prediction Using Machine Learning
Predict salaries using Random Forest & Linear Regression with 82.3% R² accuracy. Glassdoor job data with skill analysis.
Education, HR & Career Analytics
Education Analytics
-70%
Student Dropout Prediction Using Machine Learning
Predict student dropout using Logistic Regression & Naive Bayes with 82.3% accuracy. UCI dataset with 36 features.
Education, HR & Career Analytics
Education Analytics
-70%
Student Academic Performance Prediction Using Machine Learning
Predict student performance using XGBoost & Random Forest with 89.5% accuracy. 8 features from 1,000 student records.
Education, HR & Career Analytics
Career & Placement Analytics
-70%
AI-Based Student Placement Prediction System
Predict student placement using Logistic Regression & Decision Tree with 89.5% accuracy. Analyze academic scores and demographic features.
Education, HR & Career Analytics
Career Analytics
-70%
AI-Based Student Skill Gap Analysis System
Analyze skill gaps and predict career aspirations using Random Forest & Logistic Regression with 87.5% accuracy.
Education, HR & Career Analytics
Student Analytics
-70%
Student Stress Prediction Using Machine Learning
Predict student stress levels using Random Forest & Decision Tree with 89.4% accuracy. 20 psychological and lifestyle factors.
Education, HR & Career Analytics
Education Analytics
-70%
University Admission Prediction Using Machine Learning
Predict university admission using Random Forest & Linear Regression with 85.6% R² accuracy. GRE, TOEFL, SOP, LOR, CGPA features.
Education, HR & Career Analytics
Career Guidance / EdTech
-70%
AI-Based Personalized Career Recommendation System
Recommend careers using Random Forest & Logistic Regression with 87.5% accuracy. TF-IDF vectorization for skills and interests analysis.
Agriculture, Environment & Renewable
Agricultural Analytics
-70%
AI-Based Agricultural Crop Price Forecasting and Market Intelligence System
Predict crop prices using Random Forest, Ridge & Lasso Regression with 89.2% R² accuracy. Analyze 19 features including soil parameters, rainfall, and market demand.
Agriculture, Environment & Renewable
Environmental Monitoring
-70%
Intelligent Air Quality Prediction and Environmental Monitoring System
Predict high CO levels using Lasso & Ridge Regression with 86.4% accuracy. 9,357 samples with 14 air quality features.
Agriculture, Environment & Renewable
Precision Agriculture
-70%
Climate and Soil-Based Agricultural Crop Yield Forecasting System
Forecast crop yields using Lasso, Ridge & ElasticNet with 78.24% R² accuracy. FAO dataset with 15,000+ records across multiple countries.
Agriculture, Environment & Renewable
Precision Agriculture
-70%
Intelligent Fertilizer Recommendation System Using Machine Learning
Recommend fertilizers using Random Forest & Logistic Regression with 91.67% accuracy. Soil nutrient and environmental analysis.
Agriculture, Environment & Renewable
Precision Agriculture
-70%
Intelligent Crop Recommendation System Using Machine Learning
Recommend crops using Random Forest & Decision Tree with 97.5% accuracy. 2,200 samples with 7 soil/environmental features.
Agriculture, Environment & Renewable
Climate & Agriculture
-70%
Intelligent Rainfall Occurrence Prediction Using Machine Learning
Predict rainfall occurrence using Random Forest & Decision Tree with 92.4% accuracy. 36 subdivisions of India, 1901-2015 data.
Agriculture, Environment & Renewable
Soil Analytics
-70%
Soil Fertility Classification Using Machine Learning
Classify soil fertility using Ridge & Lasso Regression with 89.7% accuracy. 12 soil parameters and crop recommendations.
Agriculture, Environment & Renewable
Water Quality / Public Health
-70%
Water Potability Prediction Using Machine Learning
Classify water potability using Random Forest & Gradient Boosting with 96.5% accuracy. 9 physicochemical parameters from 3,276 samples.
Agriculture, Environment & Renewable
Renewable Energy / Climate Analytics
-70%
Intelligent Wind Speed Prediction System
Predict wind speed using Random Forest & Linear Regression with 87.2% R² accuracy. 6,574 daily records from 1961-1978.
NLP & Social Media Analytics
Sentiment Analysis
-70%
Airline Customer Sentiment Analysis Using Machine Learning
Analyze airline sentiment from tweets using XGBoost & Random Forest with 82.3% accuracy. NLP and TF-IDF for text classification.
NLP & Social Media Analytics
Social Media Safety
-70%
Social Media Cyberbullying Detection Using Machine Learning
Detect cyberbullying using Random Forest & Logistic Regression with 88.4% accuracy. 42,120 tweets with 5 bullying categories.
NLP & Social Media Analytics
Content Moderation
-70%
Toxic and Abusive Online Content Detection Using Machine Learning
Detect toxic content using Random Forest & XGBoost with 93.8% accuracy. 159,571 Wikipedia comments with 6 toxicity categories.
NLP & Social Media Analytics
Social Media / NLP
-70%
Hate Speech and Offensive Language Detection Using Machine Learning
Detect hate speech using XGBoost & Random Forest with 95.7% accuracy. 25,000 labeled tweets with enhanced feature engineering.
NLP & Social Media Analytics
Spam Detection / NLP
-70%
Intelligent SMS and Email Spam Detection Using Machine Learning
Detect spam messages using Random Forest & KNN with 97.8% accuracy. 12 features from 5,574 SMS messages.
NLP & Social Media Analytics
Complaint Analytics
-70%
Consumer Complaint Categorization Using Machine Learning
Categorize consumer complaints using Random Forest & KNN with 87.4% accuracy. 100,000 CFPB complaint records with 18 features.
NLP & Social Media Analytics
News Verification
-70%
Fake vs. Real News Classification Using Machine Learning
Classify fake vs real news using Linear SVM & KNN with 92.47% accuracy. TF-IDF with 5,000 features from FakeNewsNet dataset.
NLP & Social Media Analytics
Text Classification
-70%
News Headline Classification Using Machine Learning
Classify news headlines using Naive Bayes & Gradient Boosting with 87.4% accuracy. 10,000+ headlines with 4 categories.
Business, E-Commerce & Customer Analytics
Customer Analytics
-70%
Airline Passenger Satisfaction Prediction Using Machine Learning
Predict passenger satisfaction using Decision Tree & Logistic Regression with 89.2% accuracy. Analyze 14 service quality ratings.
Business, E-Commerce & Customer Analytics
Customer Analytics
-70%
Customer Churn Prediction and Retention Analytics Using Machine Learning
Predict customer churn using Logistic Regression & Random Forest with 80.2% accuracy. Telco dataset with 7,043 records, 21 features.
Business, E-Commerce & Customer Analytics
Marketing Analytics
-70%
AI-Based Customer Lifetime Value Prediction and Business Analytics System
Predict customer lifetime value using XGBoost & Gradient Boosting with 89.2% R² accuracy. RFM analysis and feature engineering on 500,000+ transactions.
Business, E-Commerce & Customer Analytics
E-Commerce Analytics
-70%
Customer Purchase Intention Prediction Using Machine Learning
Predict purchase intention using Decision Tree & Random Forest with 92.5% accuracy. 1,000 customer records with 10 features.
Business, E-Commerce & Customer Analytics
E-Commerce / Fraud Detection
-70%
Fake Online Review Detection Using Machine Learning
Detect fake reviews using Decision Tree & KNN with 92.5% accuracy. 11 engineered features from text and metadata analysis.
Business, E-Commerce & Customer Analytics
Recommender Systems
-70%
Personalized Product Recommendation System Using Machine Learning
Recommend products using Content-Based, Collaborative & Hybrid filtering with 87.6% accuracy. Amazon dataset with 10,000+ products.
Business, E-Commerce & Customer Analytics
Retail Analytics
-70%
Retail Sales Prediction Using Machine Learning
Predict retail sales using XGBoost & Random Forest with 89.23% R² accuracy. 9,994 records with 21 retail features.
Cybersecurity & Trust Analytics
Malware Detection
-70%
Intelligent Malware Detection Using Machine Learning
Detect malware using Random Forest & Linear SVM with 98.7% accuracy. 531 file attributes from PE file analysis.
Cybersecurity & Trust Analytics
Network Security
-70%
Intelligent Network Intrusion Detection System
Detect network intrusions using XGBoost & KNN with 98.67% accuracy. KDD Cup 1999 dataset with 41 features.
Cybersecurity & Trust Analytics
Authentication Security
-70%
Intelligent Password Strength Classification Using Machine Learning
Classify password strength using Random Forest & Logistic Regression with 97.2% accuracy. 5 features from 669,639 passwords.
Cybersecurity & Trust Analytics
Web Security
-70%
Phishing Website Detection Using Machine Learning
Detect phishing websites using Logistic Regression & Random Forest with 96.85% accuracy. 11,430 sites with 48 URL features.