Project Mart
180 topics · every one with a base paper

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Project Topic Advisor

180 topics · each with a base paper

Hi! I'll help you land on a final-year project topic you actually want to build. I know 180 of them across 6 AI areas — every one with a real base paper behind it. Tell me what you're into, in your own words.

Free to use. Every topic comes with a published base paper you can cite and a novelty angle your guide will approve — so you start with a direction, not a blank page.

Six areas, 180 topics

Every topic below is paired with a published paper and a suggested novelty.

30 topics

NLP & Text AI

Sentiment, fake news, chatbots, summarisation and RAG systems built on BERT and transformer models.

Browse all 30 →
30 topics

Computer Vision

YOLO-based detection, tracking, face recognition and surveillance systems that read images and video.

Browse all 30 →
30 topics

Medical AI

Disease detection from X-rays, MRI and clinical data — cancer, diabetes, heart and brain diagnostics.

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30 topics

Cybersecurity

Intrusion detection, malware classification, phishing and DDoS defence powered by machine learning.

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30 topics

Federated & Private AI

Train models across devices and hospitals without sharing raw data — differential privacy and secure aggregation.

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30 topics

Reinforcement Learning

Agents that learn by doing — game AI, robot navigation, traffic control, trading and energy optimisation.

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Every topic, listed

Prefer to browse? Here's the full set.

Natural Language Processing

30 topics

  1. 01Sentiment Analysis on Product and Movie Reviews using BERT-based Transformer Models
  2. 02Fake News Detection and Classification using Deep Learning and NLP Techniques
  3. 03Spam Email and SMS Detection using Machine Learning and NLP-based Feature Engineering
  4. 04Sarcasm Detection in Social Media Text using Deep Learning Approaches
  5. 05Multi-Class Emotion Detection from Text using Transformer-based Models
  6. 06Hate Speech and Toxic Comment Detection on Social Media using Deep Learning
  7. 07Aspect-Based Sentiment Analysis for E-Commerce Product Reviews
  8. 08AI-Powered Customer Support Chatbot using Retrieval-Augmented Generation (RAG)
  9. 09Domain-Specific Conversational AI Assistant using Fine-Tuned Large Language Models
  10. 10Voice-Based Virtual Assistant using Natural Language Processing and Speech Recognition
  11. 11Multilingual Chatbot Framework for Regional Indian Language Support
  12. 12Abstractive Text Summarization using Transformer-based Sequence-to-Sequence Models
  13. 13Extractive Text Summarization System for News Articles using NLP
  14. 14Automated Meeting and Lecture Transcript Summarization System
  15. 15Research Paper and Long Document Summarization using NLP
  16. 16Neural Machine Translation System for Low-Resource Indian Languages
  17. 17Sentiment Analysis and Translation of Code-Mixed Hindi-English (Hinglish) Text
  18. 18Automated Grammar and Spelling Correction System using Transformer Models
  19. 19Text Paraphrasing and Rewriting Tool using T5/Pegasus Models
  20. 20Named Entity Recognition System for Resume and Job Description Parsing
  21. 21Automated Resume Screening and Job-Candidate Matching System using NLP
  22. 22Keyword and Topic Extraction from Large Text Corpora using NLP
  23. 23Question-Answering System using BERT-based Transformer Models
  24. 24Automated Knowledge Graph Construction from Unstructured Text using NLP
  25. 25Speech-to-Text Transcription System for Regional Indian Languages
  26. 26Natural-Sounding Text-to-Speech Synthesis System using Deep Learning
  27. 27Voice Command-Based Smart Home Automation System using NLP
  28. 28Plagiarism Detection System using NLP-based Semantic Similarity Techniques
  29. 29AI-Based Automated Essay and Answer Sheet Grading System using NLP
  30. 30Legal Document Analysis and Clause Extraction System using NLP

Computer Vision & Object Detection

30 topics

  1. 01Real-Time Multi-Object Detection and Tracking System using YOLOv8
  2. 02Vehicle Detection, Classification, and Counting System for Traffic Surveillance
  3. 03Pedestrian Detection and Collision Warning System for Autonomous Vehicles
  4. 04Weapon and Firearm Detection System for Public Safety Surveillance using Deep Learning
  5. 05PPE (Personal Protective Equipment) Compliance Detection System for Industrial Safety
  6. 06Wildlife Species Detection and Classification System using Camera Trap Images
  7. 07Drone-Based Aerial Object Detection System for Surveillance Applications
  8. 08Real-Time Face Recognition-Based Attendance and Access Control System
  9. 09Face Mask Detection and Compliance Monitoring System using Deep Learning
  10. 10Facial Emotion Recognition System for Human-Computer Interaction
  11. 11Age and Gender Prediction System using Facial Image Analysis
  12. 12Deepfake Detection System using Convolutional Neural Networks
  13. 13Hand Gesture Recognition System for Sign Language Translation
  14. 14Human Activity and Action Recognition System using Deep Learning on Video Data
  15. 15Human Pose Estimation System for Fitness and Rehabilitation Tracking
  16. 16Driver Drowsiness and Fatigue Detection System using Facial Landmark Analysis
  17. 17Fall Detection System for Elderly Care using Computer Vision
  18. 18Semantic Segmentation System for Autonomous Driving using U-Net/DeepLab
  19. 19Instance Segmentation System for Retail Shelf Product Analysis
  20. 20Satellite Image Segmentation System for Land Use and Land Cover Classification
  21. 21Crowd Counting and Density Estimation System using Deep Learning
  22. 22License Plate Detection and Recognition System using OCR and Deep Learning
  23. 23Handwritten Text Recognition System using CNN-RNN Hybrid Architecture
  24. 24Automated Invoice and Document Data Extraction System using OCR and NLP
  25. 25Automated Defect Detection System for Industrial Product Quality Inspection
  26. 26Surface Crack Detection System for Civil Infrastructure Monitoring using Deep Learning
  27. 27Fruit and Vegetable Freshness/Quality Grading System using Computer Vision
  28. 28Fire and Smoke Detection System for Early Warning using Deep Learning
  29. 29Image Captioning System using CNN-Transformer/Encoder-Decoder Architecture
  30. 30Content-Based Image Retrieval System using Deep Feature Embeddings

Medical AI & Healthcare

30 topics

  1. 01Skin Cancer Detection using CNN on Dermoscopic Images
  2. 02Diabetic Retinopathy Detection from Retinal Fundus Images
  3. 03Brain Tumor Detection and Classification using MRI (CNN + U-Net Segmentation)
  4. 04Pneumonia / COVID-19 Detection from Chest X-rays
  5. 05Heart Disease Prediction using ML on Clinical Parameters
  6. 06Chronic Kidney Disease (CKD) Prediction System
  7. 07Alzheimer's Disease Early Detection from MRI Scans
  8. 08Breast Cancer Detection using Mammogram Image Classification
  9. 09Parkinson's Disease Detection using Voice/Speech Analysis
  10. 10Multi-Disease Prediction System from Symptoms (NLP + ML)
  11. 11Lung Nodule Detection and Classification from CT Scans
  12. 12Tumor Segmentation using Mask R-CNN
  13. 13Bone Fracture Detection from X-ray Images
  14. 14Diabetic Foot Ulcer Classification using Image Analysis
  15. 15Automated Blood Cell Counting and Classification
  16. 16Retinal Vessel Segmentation for Eye Disease Diagnosis
  17. 17Medical Chatbot for Symptom Checking and Triage
  18. 18Clinical Notes Summarization using NLP/LLMs
  19. 19Named Entity Recognition for Drug/Disease Extraction from EHRs
  20. 20Sentiment Analysis on Patient Reviews/Hospital Feedback
  21. 21AI-based Mental Health Assessment Chatbot (Depression/Anxiety Screening)
  22. 22Fake Medical News / Health Misinformation Detection
  23. 23Real-Time Patient Health Monitoring System using IoT Sensors
  24. 24Fall Detection System for Elderly using Accelerometer + ML
  25. 25Smart Pill Dispenser with Medication Reminder and Adherence Tracking
  26. 26ECG Signal Classification for Arrhythmia Detection using Wearable Data
  27. 27Hospital Readmission Prediction System using ML
  28. 28AI-Powered Appointment Scheduling and No-Show Prediction
  29. 29Drug/Medicine Recommendation System based on Patient History
  30. 30Blockchain-Based Secure Health Record Management System

Cybersecurity & Intrusion Detection

30 topics

  1. 01Network Intrusion Detection System using Deep Learning on the NSL-KDD/CICIDS Dataset
  2. 02Real-Time DDoS Attack Detection and Mitigation System using Machine Learning
  3. 03Hybrid Machine Learning-Based Intrusion Detection System for IoT Networks
  4. 04Anomaly-Based Network Traffic Detection System using Autoencoders
  5. 05Zero-Day Attack Detection System using Unsupervised Machine Learning
  6. 06Malware Classification and Detection System using Deep Learning on PE File Features
  7. 07Android Malware Detection System using Machine Learning and Permission Analysis
  8. 08Ransomware Detection and Behavior Analysis System using Machine Learning
  9. 09Malware Family Classification System using Image-Based Deep Learning (Binary-to-Image Conversion)
  10. 10Phishing Website Detection System using Machine Learning and URL Feature Analysis
  11. 11Phishing Email Detection System using NLP and Deep Learning
  12. 12Malicious URL Detection System using Deep Learning
  13. 13SQL Injection and Cross-Site Scripting (XSS) Attack Detection System using Machine Learning
  14. 14Multi-Factor Biometric Authentication System using Facial and Voice Recognition
  15. 15Keystroke Dynamics-Based User Authentication System using Machine Learning
  16. 16Continuous User Authentication System using Behavioral Biometrics
  17. 17Anomaly-Based Insider Threat Detection System using User Behavior Analytics
  18. 18Secure File Encryption and Sharing System using Hybrid Cryptographic Algorithms
  19. 19Blockchain-Based Secure Data Sharing and Integrity Verification System
  20. 20Steganography-Based Secure Data Hiding System using Deep Learning
  21. 21Homomorphic Encryption-Based Privacy-Preserving Machine Learning System
  22. 22IoT Botnet Detection System using Machine Learning on Network Traffic
  23. 23Cloud-Based Intrusion Detection System using Machine Learning
  24. 24Smart Home IoT Security Monitoring System using Anomaly Detection
  25. 25DDoS Attack Detection System for SDN (Software-Defined Networks) using Machine Learning
  26. 26Credit Card Fraud Detection System using Machine Learning and Anomaly Detection
  27. 27Deepfake-Based Social Engineering Attack Detection System using Deep Learning
  28. 28Spam and Bot Account Detection System on Social Media using Machine Learning
  29. 29Automated Vulnerability Assessment and Penetration Testing Tool using Machine Learning
  30. 30Cyber Threat Intelligence System using NLP for Dark Web Monitoring

Federated Learning & Privacy-Preserving AI

30 topics

  1. 01Federated Learning Framework for Distributed Model Training Across Edge Devices
  2. 02Communication-Efficient Federated Learning using Gradient Compression Techniques
  3. 03Personalized Federated Learning System for Non-IID Data Distribution
  4. 04Federated Averaging Optimization for Heterogeneous Client Devices
  5. 05Asynchronous Federated Learning System for Resource-Constrained Devices
  6. 06Federated Learning System for Collaborative Medical Image Diagnosis Across Hospitals
  7. 07Privacy-Preserving Federated Learning for Disease Prediction using Electronic Health Records
  8. 08Federated Learning-Based COVID-19 Detection System from Chest X-Rays Across Institutions
  9. 09Federated Learning-Based Intrusion Detection System for IoT Networks
  10. 10Federated Learning Framework for Smart Home Device Anomaly Detection
  11. 11Federated Learning-Based Predictive Maintenance System for Industrial IoT
  12. 12Backdoor Attack Detection and Defense System for Federated Learning Models
  13. 13Poisoning Attack Detection System in Federated Learning using Anomaly Detection
  14. 14Byzantine-Robust Federated Learning Aggregation System
  15. 15Adversarial Attack Detection and Mitigation System for Federated Learning
  16. 16Model Inversion Attack Prevention System for Federated Learning
  17. 17Differentially Private Deep Learning System for Sensitive Data Classification
  18. 18Differential Privacy-Based Federated Learning System for Data Confidentiality
  19. 19Privacy Budget Optimization System for Differentially Private Machine Learning
  20. 20Secure Multi-Party Computation System for Collaborative Machine Learning
  21. 21Homomorphic Encryption-Based Federated Learning System for Encrypted Model Training
  22. 22Secure Aggregation Protocol for Privacy-Preserving Federated Learning
  23. 23Federated Learning-Based Next-Word Prediction System for Mobile Keyboards
  24. 24Federated Learning System for Fraud Detection Across Financial Institutions
  25. 25Federated Learning-Based Recommendation System with User Privacy Protection
  26. 26Federated Learning Framework for Autonomous Vehicle Perception Model Training
  27. 27Blockchain-Based Federated Learning System for Decentralized Trust Management
  28. 28Blockchain-Enabled Incentive Mechanism for Federated Learning Participants
  29. 29Vertical Federated Learning System for Cross-Organizational Feature Sharing
  30. 30Federated Transfer Learning System for Cross-Domain Model Adaptation

Reinforcement Learning & Smart Systems

30 topics

  1. 01Deep Q-Network Based Autonomous Game Playing Agent
  2. 02Reinforcement Learning-Based Traffic Signal Control System for Smart Intersections
  3. 03Deep Reinforcement Learning for Autonomous Robot Navigation and Obstacle Avoidance
  4. 04RL-Based Smart Energy Management System for Home Automation
  5. 05Deep RL for Stock Trading and Portfolio Optimization
  6. 06Reinforcement Learning-Based Dynamic Pricing System for E-Commerce
  7. 07Multi-Agent Reinforcement Learning for Warehouse Robot Coordination
  8. 08RL-Based Adaptive Cruise Control System for Autonomous Vehicles
  9. 09Deep RL for Personalized News/Content Recommendation System
  10. 10Reinforcement Learning for Smart Grid Demand Response Management
  11. 11RL-Based HVAC Control System for Energy-Efficient Smart Buildings
  12. 12Deep Reinforcement Learning for Robotic Arm Manipulation and Grasping
  13. 13RL-Based Dynamic Resource Allocation in Cloud Computing
  14. 14Multi-Agent RL for Autonomous Drone Swarm Coordination
  15. 15Reinforcement Learning for Network Traffic Routing Optimization (SDN)
  16. 16Deep RL-Based Chatbot/Dialogue System for Conversational AI
  17. 17RL-Based Smart Irrigation System for Precision Agriculture
  18. 18Reinforcement Learning for Elevator Group Control System Optimization
  19. 19Deep RL-Based Video Game Playing Agent using Proximal Policy Optimization (Atari)
  20. 20RL-Based Autonomous Parking System for Self-Driving Cars
  21. 21Reinforcement Learning for Personalized Learning Path Recommendation in E-Learning
  22. 22Deep RL-Based Algorithmic Trading Bot for Cryptocurrency Markets
  23. 23RL-Based Adaptive Traffic Signal Control for Emergency Vehicle Priority
  24. 24Multi-Agent Reinforcement Learning for Smart Grid Energy Trading
  25. 25Deep RL for Autonomous UAV Path Planning and Navigation
  26. 26RL-Based Dynamic Difficulty Adjustment System for Video Games
  27. 27Reinforcement Learning for Data Center Cooling Optimization
  28. 28Deep RL-Based Humanoid Robot Locomotion and Bipedal Walking
  29. 29RL-Based Job Scheduling System for Manufacturing/Industry 4.0
  30. 30Reinforcement Learning for Autonomous Underwater/Surface Vehicle Navigation

Questions

How does the topic finder work?

You describe what you're interested in — in plain English — and it ranks all of the topics against your description, then narrows things down with a couple of quick questions about difficulty and what you want to deliver. Everything runs in your browser, so there's no sign-up and nothing is sent anywhere.

Does every topic come with a base paper?

Yes. Each topic lists the reference paper it builds on, with a direct link, plus a suggested novelty — the specific thing you add that makes the work your own rather than a reimplementation.

What does the difficulty rating mean?

Topics are graded Moderate, Challenging or Ambitious based on the techniques involved — how many advanced methods stack up, whether several data types have to be fused, and whether it needs to run in real time. It's a relative scale across these topics, not an absolute one.

Can I get help building the project?

Yes. Shortlist the topics you like and get in touch — we help with implementation, documentation and the final report.

Found a topic you like?

We help with implementation, documentation and the final report — so you can focus on understanding the work.

Get in touch