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23 project ideas · free open datasets

Project ideas for Mechanical, Civil, Chemical & Core Engineering Students

Core engineering branches are where data is changing the job fastest: machines that report their own faults, buildings and roads that are monitored, plants that are tuned by models. These briefs let mechanical, civil, chemical, automobile, aerospace and other core branch students bring that into their project.

You do not need to be a programmer to start: each brief lists the skills involved, and a Project Lab mentor guides you through the data and modelling parts.

Mechanical EngineeringMechanical Engineering (Robotics)Mechanical (Additive Manufacturing / 3D Printing)Automobile EngineeringAerospace / Aeronautical EngineeringCivil EngineeringConstruction Technology & ManagementGeo-InformaticsChemical EngineeringBiotechnology (B.Tech)Biomedical EngineeringPharmaceutical EngineeringFood TechnologyAgricultural EngineeringMetallurgical & Materials EngineeringMining EngineeringPetroleum EngineeringProduction / Industrial EngineeringEnvironmental EngineeringTextile TechnologyMarine / Naval ArchitectureArchitecture (B.Arch) / PlanningDiploma / Polytechnic
Major projects

Final-year (major) project ideas

District crop yield prediction with satellite and weather data

Predict crop yields for Indian districts before harvest from weather and satellite data.

Major projectAgriculture & FoodPythonRemote sensingGeospatial analysis
Full brief & 3 open datasets →

Drug activity prediction for a target protein

Predict which molecules will be active against a disease target, to shortlist compounds for testing.

Major projectPharma & Life SciencesPythonCheminformaticsRDKit
Full brief & 2 open datasets →

Late-delivery risk and supply-chain control tower

Predict which orders will arrive late and build a control-tower view for the logistics team.

Major projectLogistics & Supply ChainPythonClassificationSupply-chain management
Full brief & 2 open datasets →

Predictive maintenance: remaining useful life of jet engines

Predict how many cycles a turbofan engine has left before it needs maintenance.

Major projectAutomotive, EV & AerospacePythonTime seriesDeep learning
Full brief & 1 open dataset →

Road scene understanding for Indian roads

Segment roads, vehicles and people in driving images from Indian traffic.

Major projectAutomotive, EV & AerospacePythonComputer visionSemantic segmentation
Full brief & 3 open datasets →

Solar plant generation forecasting and fault flagging

Forecast a solar plant's output from the weather and flag inverters that under-perform.

Major projectEnergy, Power & UtilitiesPythonTime-series forecastingAnomaly detection
Full brief & 3 open datasets →

Urban air-quality early warning for Indian cities

Forecast pollution levels a day ahead and warn residents before air turns unhealthy.

Major projectConstruction, Infrastructure & Smart CitiesPythonTime-series forecastingGeospatial basics
Full brief & 3 open datasets →

Visual inspection for surface defects

Find scratches, dents and other defects on manufactured parts from camera images.

Major projectManufacturing, Robotics & Industry 4.0PythonComputer visionAnomaly detection
Full brief & 2 open datasets →
Mini-projects

Mini-project ideas for a semester

Bearing fault detection from vibration signals

Detect and classify bearing faults in rotating machines from vibration data.

Mini-projectManufacturing, Robotics & Industry 4.0PythonSignal processingFFT
Full brief & 1 open dataset →

Concrete strength predictor for mix design

Predict concrete compressive strength from its mix, to cut down on trial batches.

Mini-projectConstruction, Infrastructure & Smart CitiesPythonRegressionModel explainability
Full brief & 1 open dataset →

Crop recommendation from soil and weather

Recommend the best crop for a field from its soil nutrients and local weather.

Mini-projectAgriculture & FoodPythonClassificationAgronomy basics
Full brief & 2 open datasets →

EV battery health estimator

Estimate a lithium-ion battery's state of health from its charge and discharge cycles.

Mini-projectAutomotive, EV & AerospacePythonRegressionBattery basics
Full brief & 1 open dataset →

Household energy use forecaster

Forecast a home's electricity use and show where the energy goes.

Mini-projectEnergy, Power & UtilitiesPythonpandasTime-series forecasting
Full brief & 2 open datasets →

Hydraulic system condition monitoring

Tell the condition of coolers, valves, pumps and accumulators from sensor readings.

Mini-projectManufacturing, Robotics & Industry 4.0PythonSensor dataClassification
Full brief & 1 open dataset →

Power plant output model

Predict a combined-cycle power plant's output from the ambient conditions.

Mini-projectEnergy, Power & UtilitiesPythonRegressionThermodynamics basics
Full brief & 1 open dataset →

Traffic volume forecasting for a city corridor

Forecast hourly traffic on a busy road from time, weather and holidays.

Mini-projectConstruction, Infrastructure & Smart CitiesPythonTime-series forecastingFeature engineering
Full brief & 2 open datasets →
Any branch

Also open to every branch

City open-data app for a civic problem

Pick a real problem in your city and build an open-data app that helps solve it.

Major projectConstruction, Infrastructure & Smart CitiesData collectionGeospatial analysisPython or no-code tools
Full brief & 3 open datasets →

Fake news detector

Flag likely fake or misleading news articles and explain why.

Mini-projectCybersecurity & Digital TrustPythonNLPMedia literacy
Full brief & 2 open datasets →

Public data story: your district in numbers

Tell the story of your home district with official open data.

Mini-projectConstruction, Infrastructure & Smart CitiesExcel or PythonLooker Studio or Power BIData storytelling
Full brief & 3 open datasets →

Restaurant success analysis for a food-delivery market

Find what makes restaurants in Bengaluru succeed on a food-delivery platform.

Mini-projectRetail, E-commerce & Consumer GoodsPythonExploratory analysisRegression
Full brief & 1 open dataset →

Sales performance dashboard for a retail chain

Build the sales dashboard a retail chain's managers would check every Monday.

Mini-projectRetail, E-commerce & Consumer GoodsExcelPower BI or TableauData modelling
Full brief & 2 open datasets →

Student performance early-warning dashboard

Find students at risk of failing early in the term, so teachers can help in time.

Mini-projectIT, Software & SaaSPythonClassificationFairness in ML
Full brief & 2 open datasets →

Sustainable Development Goals progress tracker

Track how India and its states are progressing on the UN Sustainable Development Goals, and where they lag.

Major projectConstruction, Infrastructure & Smart CitiesData analysisStatisticsForecasting
Full brief & 3 open datasets →
AiTeky Project Lab

Don't build it alone

Pick one of these briefs or bring your own idea. Work alone or in a team, hand in each milestone to a mentor, and finish with a certificate anyone can check.

See batches & fees
FAQ

About these projects

Can I do one of these projects with a mentor?
Yes. In AiTeky Project Lab you pick a brief (or propose your own idea), work alone or in a team, and a mentor reviews every milestone. When all milestones are accepted you get a certificate anyone can check online.
Are the datasets free?
Yes. Every brief links to free, open datasets from India and around the world, checked when the brief is reviewed and again every week.
Do you sell ready-made projects?
No. We guide, you build: your team writes its own code, and each team gets its own version of the brief.
Other branches

Project ideas for other branches