Research by our students
Aider Digital Publications collects the research papers our students write in the AI Foundation Programme. Each paper frames a real problem, reviews the published research on it, and proposes a system — written by the student, checked line by line against its sources, and only then published here.
11 papers · Final-year Degree students · SJ Global PU & Degree College, Bengaluru

- AI Systems Architect & Partner, Digital MegaFactory (DMF)
- AI Systems Architect, Athreya MedTech
- AI Teacher, Aider Tech Academy
Final-year Degree students of SJ Global PU & Degree College, Bengaluru.
Every reference is checked against the original source before a paper is accepted.
Design-stage work is labelled as such; no invented results or measurements.
All papers
Cybersecurity · Machine Learning
Password Strength Analyzer Based on AI
A practical password-strength analyzer that combines basic security checks with a lightweight machine-learning model trained to recognise patterns associated with password guessability, producing an understandable strength category and feedback.
NLP · Misinformation
Fake News Detection System
An automated system that estimates whether a news item shares patterns associated with misinformation, producing a probabilistic confidence estimate rather than claiming to determine truth, and weighing satire, bias and evolving claims.
Security · Cryptography
Online Voting System
Examines remote electronic voting and its central problem — proving a vote was counted without revealing it — reviewing homomorphic encryption, mix-nets and zero-knowledge proofs, and real-world experience such as Estonia's system.
Digital Forensics
Python-Based Digital Forensic Toolkit
A Python toolkit combining evidence acquisition, cryptographic hashing, metadata analysis, deleted-file identification, timelines and chain-of-custody records — with attention to the risks forensic automation introduces.
FinTech · Fraud Detection
AI-Assisted Insurance Management System
A digital insurance platform for policy administration and claims, with machine learning used to flag potentially fraudulent claims for human review, grounded in published fraud-detection research.
Personal Finance · Anomaly Detection
Smart Transaction Monitor
A personal finance system recording transactions manually and from bank/UPI SMS, with budgets, reports, expense prediction and unusual-spending detection drawn from financial anomaly-detection research.
IoT · Healthcare
IoT-Based Real-Time Patient Health Monitoring System
A design-stage early-warning architecture: heart-rate, SpO₂ and temperature sensors on a microcontroller, local threshold checks, a cloud dashboard and automated SMS/email alerts for remote monitoring.
Healthcare · Machine Learning
AI-Based Disease Prediction System
A web application mapping reported symptoms to the most likely condition with a trained classifier — positioned as a preliminary, supportive tool to help decide whether to see a doctor, never as a diagnosis.
FinTech · AI
AI-Powered Personal Finance Coach for Smart Budget Planning and Financial Health Analysis
A web-based finance coach that analyses income, spending, savings and goals, scores financial health from indicators such as savings rate and expense-to-income ratio, and gives personalised budgeting guidance.
Cybersecurity
Ransomware Detection Tool Using Canary Files
A lightweight early-warning system that plants canary (honey) files in monitored folders and treats any access, change, rename or deletion of them as a strong signal of ransomware activity.
Remote Sensing · Image Processing
Satellite Image-Based Land Surface Change Detection Using Image Processing
A lightweight, explainable change-detection system: two satellite images of the same area are aligned and differenced, then thresholding and morphological processing isolate real surface change.