# Machine Learning Industry Use Cases & Applications

> Practical tabular machine learning and time-series forecasting across enterprise domains with real open benchmarks.

## Industry Verticals

| Domain | Key Decision Problems | Primary Benchmark Datasets | Guide |
| :--- | :--- | :--- | :--- |
| **Finance & Banking** | Credit risk · customer acquisition · valuation · macroeconomic forecasting | [credit-g](/datasets/credit-g.md), [bank-marketing](/datasets/bank-marketing.md), [house-sales](/datasets/house-sales.md), [houses](/datasets/houses.md), [us-consumption-1y](/datasets/us-consumption-1y.md) | [Read Guide](/machine-learning/finance-banking.md) |
| **Healthcare & Life Sciences** | Risk prediction · diagnosis support · patient outcomes · clinical resource planning | [blood-transfusion-service-center](/datasets/blood-transfusion-service-center.md), [breast-w](/datasets/breast-w.md), [diabetes](/datasets/diabetes.md), [hospital-admissions-1d](/datasets/hospital-admissions-1d.md), [hospital-admissions-1w](/datasets/hospital-admissions-1w.md), [uk-covid-nation-1dcumulative](/datasets/uk-covid-nation-1dcumulative.md) | [Read Guide](/machine-learning/healthcare-life-sciences.md) |
| **Operations & Workforce Analytics** | Demand forecasting · energy management · infrastructure telemetry · quality control | [amazon-employee-access](/datasets/amazon-employee-access.md), [employee-salaries](/datasets/employee-salaries.md), [airfoil-self-noise](/datasets/airfoil-self-noise.md), [phoneme](/datasets/phoneme.md), [monks-problems-2](/datasets/monks-problems-2.md), [bizitobs-l2c-5t](/datasets/bizitobs-l2c-5t.md), [boomlet-1282](/datasets/boomlet-1282.md), [ett-1h](/datasets/ett-1h.md), [proenfo-gfc14](/datasets/proenfo-gfc14.md), [solar-with-weather-1h](/datasets/solar-with-weather-1h.md), [jena-weather-1h](/datasets/jena-weather-1h.md) | [Read Guide](/machine-learning/operations-workforce.md) |
| **Commerce & Industry** | Customer behaviour · sales forecasting · inventory replenishment · pricing | [telco-customer-churn](/datasets/telco-customer-churn.md), [fitness-club](/datasets/fitness-club.md), [spambase](/datasets/spambase.md), [abalone](/datasets/abalone.md), [rossmann-1d](/datasets/rossmann-1d.md), [rossmann-1w](/datasets/rossmann-1w.md), [rohlik-orders-1d](/datasets/rohlik-orders-1d.md), [epf-np](/datasets/epf-np.md), [m-dense-1d](/datasets/m-dense-1d.md) | [Read Guide](/machine-learning/commerce-industry.md) |
| **Automotive & Mobility** | Vehicle classification · valuation · maintenance · fleet decisions | [car](/datasets/car.md), [vehicle](/datasets/vehicle.md) | [Read Guide](/machine-learning/automotive.md) |
| **Public Services & Risk** | Policy analysis · risk triage · environmental monitoring · fairness | [adult](/datasets/adult.md), [compas-two-years](/datasets/compas-two-years.md), [titanic](/datasets/titanic.md), [uci-air-quality-1h](/datasets/uci-air-quality-1h.md), [world-co2-emissions](/datasets/world-co2-emissions.md) | [Read Guide](/machine-learning/public-services-risk.md) |