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22 project ideas · free open datasets

Project ideas for ECE, EEE & Instrumentation Students

Electronics and electrical projects now meet AI everywhere: signal classification, predictive maintenance, smart grids, wireless and embedded systems. These briefs give ECE, EEE, instrumentation, robotics and mechatronics students a project that uses their core subject and adds machine learning on top.

Every brief comes with free, open datasets, so you can work with real sensor, signal or grid data even without lab hardware.

Electronics & Communication Engineering (ECE)ECE (VLSI Design & Technology)ECE (Embedded Systems & IoT)Electronics & Computer Engineering (ECM)Electronics & Instrumentation Engineering (EIE)Instrumentation Engineering & TechnologyECE (Bio-Medical Engineering)ECE (Advanced Communication Technology)Electrical & Electronics Engineering (EEE)EEE (Electric Vehicle Technology)Robotics & AutomationRobotics & Artificial IntelligenceMechatronics
Major projects

Final-year (major) project ideas

AI beam selection for 5G mmWave

Pick the best antenna beam for a moving user with machine learning instead of a full beam sweep.

Major projectElectronics, Semiconductors & TelecomPythonWireless communicationsMIMO basics
Full brief & 1 open dataset →

Chest X-ray triage assistant

Put the most urgent chest X-rays at the top of a radiologist's list.

Major projectHealthcare & HospitalsPythonMedical imagingDeep learning
Full brief & 2 open datasets →

Network intrusion detection with explainable alerts

Detect attacks in network traffic and explain each alert to a security analyst.

Major projectCybersecurity & Digital TrustPythonNetwork securityImbalanced learning
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 →

Wafer-map defect classification for chip fabs

Recognise defect patterns on silicon wafer maps and link them to process faults.

Major projectElectronics, Semiconductors & TelecomPythonComputer visionCNNs
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 →

ECG heartbeat classifier for a wearable

Classify heartbeats from ECG signals, small enough to run on a wearable.

Mini-projectElectronics, Semiconductors & TelecomPythonSignal processingTensorFlow or PyTorch
Full brief & 1 open dataset →

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 →

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 →

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 →

Radio signal modulation recognition

Recognise the modulation type of a radio signal from raw samples.

Mini-projectElectronics, Semiconductors & TelecomPythonSignal processingDeep learning
Full brief & 1 open dataset →

Telecom customer churn predictor

Predict which mobile customers are about to leave and why.

Mini-projectElectronics, Semiconductors & TelecomPythonClassificationCustomer analytics
Full brief & 1 open dataset →
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