Scalable Machine Learning (Spark)

Energy Prediction

Industrial Energy Forecasting

Spark-MLLib based analytics for predicting energy consumption in steel manufacturing.

Bank Churn

Big Data Churn Analytics

Scalable customer retention system implementing Spark-MLLib for large-scale financial datasets.

Predictive Analytics & Finance

Fraud Detection

Credit Card Fraud Detection

Anomaly detection system using ensemble methods to identify fraudulent transactions with high precision.

Segmentation

Financial Customer Segmentation

Unsupervised clustering of banking customers to identify behavior profiles for targeted marketing.

Retail

Online Retail Segmentation

RFM analysis and K-Means clustering for segmenting e-commerce customers based on lifetime value.

Churn

Subscription Churn Prediction

Predictive modeling identifying high-risk customers likely to terminate subscription services.

Insurance

Insurance Claim Risk Prediction

Risk assessment model predicting likelihood of insurance claims based on policyholder demographics.

Medical & Health Intelligence

Liver Cirrhosis

Liver Cirrhosis Stage Prediction

Predicting the stage of liver cirrhosis based on clinical and biochemical parameters.

Parkinson's

Parkinson's Disease Detection

ML model for early detection of Parkinson's Disease using vocal features and data patterns.

Life Expectancy

Life Expectancy Prediction

Demographic analysis and prediction of life duration based on socio-economic factors.

Finance & Risk Analytics

Credit Approval

Credit Card Approval Prediction

Predicting the likelihood of credit card approval based on applicant profiles and history.

Credit Score

Credit Score Classification

Classifying individuals into credit score brackets using supervised learning techniques.

Travel Insurance

Travel Insurance Claim Prediction

Assessing claim risk for travel insurance policies based on trip and traveler data.

Bankruptcy

Company Bankruptcy Prediction

Financial risk modeling to identify firms at risk of bankruptcy using corporate metrics.

Sales & E-commerce Intelligence

Superstore

Superstore Sales Prediction

Retail forecasting system for predicting store-wide sales volumes across categories.

Black Friday

Black Friday Sales Prediction

Customer purchase behavior analysis for peak retail events like Black Friday.

Walmart Sales

Walmart Weekly Sales Prediction

Time-aware sales forecasting for massive retail data using seasonal modeling.

Agriculture & Environment AI

Crop Yield

Agricultural Crop Yield Prediction

Precision agriculture model for estimating crop productivity based on environmental factors.

Water Quality

Water Quality Prediction

Environmental monitoring AI for assessing water safety and sustainability metrics.

Weather

Weather Prediction using ML

Atmospheric data analysis for localized weather and climate event forecasting.

Operations & Transportation AI

Taxi Fare

Taxi Trip Fare Prediction

Dynamic pricing and fare estimation for ride-sharing and transit services.

Flight Price

Flight Price Prediction

Predictive modeling for airline ticket price fluctuations based on historical data.

Titanic

Titanic Survival Prediction

Classic supervised learning model for predicting passenger survival based on demographics.

Industrial & Specialized AI

Concrete

Concrete Strength Prediction

Material science AI for estimating the compressive strength of high-performance concrete.

Stellar

Stellar Classification SDSS 17

Astrophysics ML for classifying stars, galaxies, and quasars using spectral data.

Wine

Wine Quality Prediction

Quality assessment AI for classifying wine grade based on physiochemical properties.

General Predictive Modeling

House Price

House Price Prediction

Real estate valuation model for predicting residential property prices.

Uni Rating

World University Rating Prediction

Academic benchmarking model for predicting global university rankings.

Attrition

Employee Attrition Prediction

HR analytics for predicting employee turnover and retention probabilities.