Final year project ideas

Parse resumes and rank candidates against a job description using NLP and semantic similarity.

Classify leaf photos into diseases with a CNN and suggest treatment in a mobile app.

Fine-tune a transformer to flag misleading articles and explain which words drove the verdict.

Handle a heavily imbalanced dataset with SMOTE and compare precision-recall across models.

Regression on location, size and amenities, with feature importance and a price estimator form.

Predict which telecom or SaaS customers will leave and which factors matter most.

Collaborative and content-based filtering on MovieLens, compared on the same metrics.

Classify reviews as positive, negative or neutral and chart sentiment over time.

Predict final grades from attendance and internal marks, with early-warning alerts.

Classify loan applications and audit the model for bias across applicant groups.

Compare logistic regression, random forest and XGBoost on clinical data with explainability.

Screen patients from routine health metrics and show which inputs raise the risk.

LSTM versus ARIMA on historical prices, with an honest section on why markets resist prediction.

Naive Bayes baseline against a neural model, with a browser extension demo.

Recognise handwritten Devanagari or English characters with a CNN and a drawing canvas.

Predict attrition from HR data and surface the drivers for managers.

Forecast city AQI from weather and pollutant readings for the next 72 hours.

Extract audio features with Librosa and classify tracks into genres.

Anomaly detection on claim records with a reviewer dashboard for flagged cases.

Recommend the next topic for a student from quiz results and learning history.

Forecast weekly product demand per store and estimate stock-out risk.

Multi-label classification of abusive comments with a moderation queue interface.

Mark attendance from a webcam feed with face embeddings and export daily reports.

A retrieval-augmented chatbot that answers from vetted content and escalates crisis messages.

Real-time detection and classification of road signs with YOLO.

Track eye closure and yawning from a dashboard camera and sound an alert.

Recognise hand signs with MediaPipe landmarks and convert them to text and speech.

Wake word, speech-to-text, intent handling and text-to-speech for desktop tasks.

Describe nearby objects and their direction aloud from a phone camera.

Upload PDFs and ask questions answered with citations to the source page.

Ask interview questions, transcribe answers and give structured feedback.

Classify emotions from a live camera feed and log mood over a session.

Detect plates, read them with OCR and match against a vehicle register.

Generate natural-language captions for photos with an encoder-decoder model.

Count reps and correct form for squats and push-ups from a webcam.

Estimate the number of people in CCTV frames and alert on overcrowding.

Flag looking away, multiple faces and tab switching during online tests.

Compare extractive and abstractive summaries of news articles and research papers.

A chatbot that answers in Hindi, Marathi or English using a translation layer.

Identify plants from leaf photos with transfer learning and show care information.

Detect people in restricted zones after hours and send a snapshot alert.

Review pull requests for bugs and style issues using a language model.

Detect manipulated or AI-generated images and highlight suspicious regions.

Rewrite rental agreements and terms of service in plain language with key clauses highlighted.

Appointments, patient records, billing and role-based dashboards for doctors and staff.

Several users edit the same file live, with cursors, chat and conflict-free syncing.

Catalogue, cart, payments and a recommendation engine for related products.

Timed tests, randomised question banks, auto-grading and result analytics.

Issue and return books, fines, search and overdue reminders by email.

Room allocation, rent tracking, complaints and visitor logs.

Seat selection, QR tickets, payments and check-in scanning at the venue.

Student profiles, company drives, eligibility filters and application tracking.

Menus, cart, order tracking and a restaurant dashboard for incoming orders.

Recruiters post jobs, candidates apply, and both track status through a pipeline.

Rich-text editor, drafts, tags, comments and SEO-friendly URLs.

Enter marks, compute grades and GPA, and publish printable result sheets.

Secure voter authentication, one vote per user and a live results page.

Property listings with map search, filters and enquiry management.

Search doctors by specialty, book slots and get SMS or email reminders.

Courses, video lessons, quizzes, progress tracking and certificates.

Raise, assign and resolve complaints with SLA tracking for a college or society.

Stock levels, purchase orders, suppliers and low-stock alerts.

Alumni directory, mentorship requests, job referrals and event announcements.

Timed bidding with real-time updates over WebSockets and automatic winner selection.

Vehicle availability calendar, booking, pricing rules and damage reports.

Team registration, problem statements, submissions and judge scoring.

Riders request trips, drivers accept, and both track the ride live on a map.

Restaurant browsing, ordering, payments and live delivery tracking.

Log spending by category, set budgets and see monthly charts, even offline.

Indoor and outdoor directions between buildings, labs and offices on campus.

Match donors by blood group and distance, with emergency request broadcasts.

Step counting, workout logs, streaks and goal reminders.

Teachers show a rotating QR code and students scan it to mark attendance.

Book electricians, plumbers and tutors, with ratings and slot booking.

One-tap SOS that shares live location with trusted contacts and nearby police.

Dosage schedules, refill alerts and a log to share with the doctor.

Buy and sell books and gadgets within your college, with in-app chat.

Find and reserve free parking slots near a destination.

Flashcards, spaced repetition and pronunciation practice.

Weather, mandi prices and crop tips in the local language.

Post lost or found items with photos and get matched by location and category.

Daily mood check-ins, journaling prompts and trend insights.

Live location of college buses and estimated arrival at each stop.

Suggest recipes from ingredients you have and build a shopping list.

Scan QR tickets at the door and see live attendance counts.

Daily meal subscriptions, pause days and monthly billing.

Place 3D furniture models in your room through the camera before buying.

Notes that sync across devices and keep working without a connection.

Classify network flows as normal or attack with ML trained on the CICIDS dataset.

Encrypt files with AES and hide them inside ordinary images.

Classify URLs from lexical and domain features, with a browser extension.

Score passwords by entropy and check them against breach lists without sending them anywhere.

Classify malware families from PE file features or byte images.

Voter authentication, encrypted ballots and a verifiable tally.

Spot processes that hook the keyboard and flag suspicious behaviour.

TOTP-based 2FA with QR enrolment and backup codes for any web app.

Detect injection attempts in web requests with rules and a classifier.

End-to-end encrypted file sharing with expiring links and access logs.

Deploy a low-interaction honeypot and visualise attacker behaviour.

Crawl a test site and check for common OWASP Top 10 issues.

Log in by clicking points on an image instead of typing a password.

Check SPF, DKIM and DMARC headers and flag spoofed messages.

Find unusual patterns in server logs that suggest a breach.

Detect flooding attacks in a software-defined network simulated in Mininet.

End-to-end encrypted messaging with key exchange you can explain step by step.

Split an image into shares that reveal it only when combined.

Recover deleted files and build a timeline from disk images.

Tokenise and mask card data in a demo payment flow.

Stop photo and video spoofing attacks on face login.

Run safe, consented phishing drills and measure who clicks.

Issue degree certificates on-chain and verify them instantly by QR code.

Track a product from farm or factory to shelf with tamper-proof records.

Smart contract voting with one vote per wallet and public results.

Record property ownership and transfers so they cannot be quietly altered.

Funds are released only if the goal is met, otherwise refunded automatically.

Patients grant and revoke doctors' access to records stored on IPFS.

Tickets as NFTs to prevent duplicates and control resale prices.

Store files on IPFS and keep ownership and access rules on-chain.

Donors see exactly where each rupee went, end to end.

Homes with solar panels sell surplus power to neighbours through a smart contract.

Students hold verifiable credentials and share them with employers.

Service, accident and ownership history that sellers cannot hide.

Escrow payments released on milestone approval.

Scan a medicine pack to confirm it came from the real manufacturer.

Verify identity once and share the verification across banks.

An ERC-20 loyalty token redeemable across partner shops.

Members propose and vote on how club funds are spent.

Timestamp designs and code to prove who created them first.

Transparent subsidy payouts to verified farmers.

Sign in to web apps with a wallet instead of a password.

Tokenised carbon credits with verifiable retirement.

Deposit held in escrow and rent paid automatically each month.

Categorise bank statements automatically and forecast next month's spend.

Forecast sales by region and product with Prophet and an interactive dashboard.

Trends, growth rates and vaccination impact across Indian states.

Cluster customers by purchase behaviour with RFM analysis and K-means.

Player and team performance insights and a win-probability model.

Seasonal pollution patterns across cities and their links to weather.

Trends in genres, countries and release years, with a content-based recommender.

Vote share trends, swing analysis and constituency maps.

Map crime hotspots and forecast crime trends from public data.

What drives ratings and prices across cities and cuisines.

Predict monsoon rainfall from historical climate data.

Find the factors that predict patients returning within 30 days.

Track hashtags and sentiment around an event over time.

Where users drop off between viewing, carting and buying.

Accident causes, times and locations, with safety recommendations.

Demand patterns by hour and area, and a surge-prediction model.

Predict crop yield per district from rainfall, soil and fertiliser data.

What trending videos have in common across categories and countries.

Forecast household or campus electricity demand.

What predicts placement and package for a college's students.

Risk, return and diversification analysis of a stock portfolio.

Clean, analyse and visualise survey responses with filters.

Build, test and deploy on every push with GitOps and monitoring.

Upload and share files through cloud functions and object storage.

Provision a complete environment with Terraform, reproducibly.

Prometheus, Grafana and alerting for a containerised app.

Scale pods on CPU and request load, and prove it with a load test.

Track spend per service and flag idle resources.

Collect logs from several services and search them in one place.

Release with zero downtime and roll back in one step.

Run Gitea with CI runners and backups on your own server.

Automated backups and a tested restore procedure with recovery-time metrics.

Deploy the same app to two cloud providers from one pipeline.

Manage credentials with Vault instead of environment files.

Kill pods deliberately and measure how the system recovers.

Traffic routing, retries and mTLS between services.

Scan dependencies and container images on every build.

Short links, click analytics and custom aliases on cloud functions.

Run submitted code safely in containers and grade it against test cases.

Check websites on a schedule and alert on downtime.

Containerise a multi-service ERP and deploy it with Compose.

Measure latency gains from caching at edge nodes.

Package, version and serve an ML model with automated retraining.

A small bare-metal cluster running real workloads.