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23 project ideas · free open datasets

Project ideas for BCA, MCA, B.Sc & M.Sc Students

BCA, MCA and science students have the maths and programming that AI projects need; what is usually missing is a real problem and real data. These briefs supply both, for computer science, data science, mathematics, statistics, physics, chemistry and electronics students.

Many of them work as a mini-project in a semester and grow into a major project in the final year.

BCAMCAB.Sc Computer ScienceB.Sc Data Science / AIB.Sc / M.Sc MathematicsB.Sc / M.Sc StatisticsB.Sc / M.Sc PhysicsB.Sc / M.Sc ChemistryB.Sc / M.Sc ElectronicsB.Sc Geology / Geography / Earth Sciences
Major projects

Final-year (major) project ideas

Demand forecasting for a retail chain

Forecast daily demand for thousands of products so stores stock the right amount.

Major projectRetail, E-commerce & Consumer GoodsPythonTime-series forecastingLightGBM
Full brief & 2 open datasets →

Insurance cross-sell and claim-risk modelling

Find health customers likely to buy vehicle insurance, and price motor risk fairly.

Major projectInsurancePythonClassificationProbability calibration
Full brief & 2 open datasets →

Open-source project health analytics

Score the health of open-source projects from their public GitHub activity.

Major projectIT, Software & SaaSPython or SQLData engineeringBigQuery or DuckDB
Full brief & 2 open datasets →

Real-time payment fraud detection with explanations

Catch fraudulent payments as they happen, with a reason an investigator can check.

Major projectBanking & FintechPythonImbalanced learningXGBoost
Full brief & 2 open datasets →

Stock movement prediction with news sentiment

Combine price history and news sentiment to study short-term moves of NIFTY 50 stocks.

Major projectBanking & FintechPythonNLPTime-series
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 →
Mini-projects

Mini-project ideas for a semester

Credit card default risk scorecard

Score the risk that a credit-card customer misses next month's payment.

Mini-projectBanking & FintechPythonCredit riskLogistic regression
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 →

Employee attrition risk and HR dashboard

Predict which employees may resign and show HR what drives attrition.

Mini-projectIT, Software & SaaSPython or Power BIClassificationHR analytics
Full brief & 2 open datasets →

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 →

Log anomaly detector for a web service

Spot unusual behaviour in server logs before users notice an outage.

Mini-projectIT, Software & SaaSPythonLog parsingAnomaly detection
Full brief & 1 open dataset →

Market basket analysis for a grocery store

Find which products are bought together and suggest bundles and shelf placements.

Mini-projectRetail, E-commerce & Consumer GoodsPythonAssociation rulesRetail analytics
Full brief & 2 open datasets →

Phishing website classifier

Tell phishing websites from genuine ones using features of their address and page.

Mini-projectCybersecurity & Digital TrustPythonClassificationModel explainability
Full brief & 1 open dataset →

Protein function classifier from sequences

Predict a protein's family or function from its amino-acid sequence.

Mini-projectPharma & Life SciencesPythonBioinformaticsMachine learning
Full brief & 2 open datasets →

Sentiment analysis for Indian languages

Understand what customers feel from reviews written in Indian languages.

Mini-projectIT, Software & SaaSPythonNLPMultilingual models
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