Software Projects for Final Year Students (CSE, IT, MCA)

Choose from software projects across AI, machine learning, Generative AI, AI agents, full stack development, cloud computing, cyber security, networking and data science. Each project is mentored by our team in Chennai.

Software project kits include source code, a project report, PPT for your review, and demo support. Projects suit CSE, IT, AI & DS, BCA and MCA students and can be customised to your college requirements.

Browse by domain

129 Software Projects

AI & ML · Advanced

AI-Based Crop Disease Detection using CNN

A convolutional neural network trained on leaf-image datasets classifies 12 common crop diseases from a phone camera photo with 94% accur…

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AI & ML · Intermediate

Fake News Detection using NLP and Machine Learning

Combines TF-IDF feature extraction with a passive-aggressive classifier to flag misleading news headlines and articles, achieving 91% pre…

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AI & ML · Beginner

Student Performance Prediction using ML Regression Models

Analyses attendance, assignment scores and study-hour survey data to predict semester GPA using linear and random-forest regression, help…

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AI & ML · Intermediate

AI Chatbot for College Admission Enquiry Automation

An intent-classification chatbot trained on historical admission FAQs handles course, fee and eligibility queries around the clock, reduc…

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AI & ML · Advanced

Credit Card Fraud Detection using Ensemble Learning

Handles extreme class imbalance in transaction data using SMOTE and an XGBoost ensemble, catching fraudulent transactions with a recall o…

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Computer Vision · Intermediate

Real-Time Driver Drowsiness Detection using OpenCV

Tracks eye-aspect-ratio and yawning frequency from a dashboard camera feed to detect driver fatigue, sounding a buzzer alert before a mic…

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Computer Vision · Intermediate

Automatic Number Plate Recognition for Toll Automation

Detects and reads vehicle number plates from live camera footage using contour detection and OCR, auto-logging entries for a contactless …

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Computer Vision · Beginner

Face Mask Detection and Access Control System

A CNN-based classifier checks for correct mask usage at an entry point via a live camera feed and drives a servo-operated gate that opens…

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Computer Vision · Advanced

Crowd Density Estimation using Deep Learning

A density-map regression network estimates headcounts from CCTV footage in real time, flagging overcrowding zones for event and campus sa…

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Full Stack Python · Intermediate

AI-Powered Resume Screening Portal using Django and Machine Learning

A recruiter-facing portal that parses uploaded resumes with NLP, scores candidates against a job description using TF-IDF similarity, and…

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Full Stack Python · Intermediate

Real-Time Hospital Bed Management System using Flask and PostgreSQL

Tracks ICU, general and emergency bed occupancy across departments in real time, letting admin staff allot beds instantly and administrat…

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Full Stack Python · Advanced

Online Court Case Management System with Python-Django Full Stack

Digitises case filing, hearing scheduling and document management for district courts, with role-based access for judges, clerks and advo…

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Full Stack Python · Intermediate

E-Learning Platform with Adaptive Quiz Engine using Django REST Framework

Delivers course content alongside an adaptive quiz engine that adjusts question difficulty based on learner performance in real time, imp…

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Full Stack Python · Beginner

Crowdfunding Platform for Social Causes using Python Full Stack

Enables verified NGOs to list fundraising campaigns with milestone-based fund release, integrating a payment gateway and transparent dono…

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Full Stack Python · Intermediate

Smart Attendance and Payroll Management System using Django

Combines biometric attendance capture with automated payroll computation, applying configurable leave and overtime rules to generate mont…

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Full Stack Python · Advanced

Multi-Vendor E-Commerce Marketplace using Django and React

A marketplace platform supporting independent vendor storefronts, commission-based order splitting and a unified checkout, built with a D…

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Full Stack Python · Beginner

Blood Bank Management and Donor Matching System using Flask

Matches blood requests to nearby eligible donors by blood group and last-donation date, sending automated SMS alerts to donors and tracki…

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Full Stack Python · Intermediate

Real Estate Property Listing Portal with Recommendation Engine (Django)

Recommends properties to buyers using a content-based filtering model on budget, location and amenity preferences, alongside an agent das…

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Full Stack Python · Advanced

Freelance Job Marketplace Platform using Python Full Stack (Django + PostgreSQL)

Connects freelancers and clients through skill-matched job postings, milestone-based escrow payments and an in-app messaging system, mode…

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Full Stack Java · Advanced

Hospital Management System using Spring Boot and Angular

A full hospital workflow suite covering patient registration, doctor scheduling, billing and pharmacy inventory, built on a Spring Boot m…

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Full Stack Java · Intermediate

Bank Loan Approval System using Java Full Stack (Spring Boot + React)

Automates loan eligibility scoring using a rule-engine layered on applicant credit and income data, routing borderline cases to human und…

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Full Stack Java · Advanced

Online Examination Portal with Proctoring using Spring Boot

Delivers timed online exams with webcam-based tab-switch and face-presence proctoring, auto-grading objective sections and flagging suspi…

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Full Stack Java · Intermediate

Inventory and Warehouse Management System using Java Full Stack

Tracks multi-warehouse stock movement with barcode scanning, low-stock threshold alerts and automated purchase-order generation, reducing…

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Full Stack Java · Beginner

Employee Performance Appraisal System using Spring Boot and MySQL

Digitises the 360-degree appraisal cycle with self, peer and manager review forms, auto-computing weighted performance scores and generat…

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Full Stack Java · Advanced

Court Case Tracking System using Java Spring Boot and Angular

Provides litigants and advocates a unified view of case status, next-hearing dates and order uploads, with role-based dashboards secured …

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Full Stack Java · Intermediate

Online Ticket Reservation System using Java Full Stack (Spring Boot + React)

Handles concurrent seat-booking for bus and event tickets with a pessimistic-locking strategy to prevent double-booking, plus a React sea…

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Full Stack Java · Advanced

Insurance Policy Management Portal using Spring Boot Microservices

Splits policy issuance, claims processing and premium billing into independently deployable Spring Boot microservices, coordinated throug…

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Full Stack Java · Beginner

Library Management System with Fine Automation using Java Full Stack

Automates book issue, return and fine calculation with overdue email reminders, and a searchable catalogue with real-time availability st…

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Full Stack Java · Intermediate

Municipal Grievance Redressal Portal using Spring Boot and Angular

Lets citizens log civic complaints with geo-tagged photos, auto-routes them to the responsible municipal department, and tracks resolutio…

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Web Development · Beginner

Progressive Web App for Local Business Directory using React

An installable, offline-capable PWA that lists nearby businesses by category with geolocation search, service-worker caching and push-not…

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Web Development · Advanced

Real-Time Collaborative Document Editor using MERN Stack

Multiple users co-edit documents with live cursors and conflict-free merging using operational transformation over WebSockets, backed by …

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Web Development · Intermediate

Portfolio and Freelance Booking Platform using Next.js

Lets freelancers publish SEO-optimised portfolios with server-side rendering and accept booking requests through an integrated calendar a…

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Web Development · Beginner

Restaurant Table Reservation and Ordering System (MERN)

Combines table booking with QR-code table-side ordering, streaming order status to the kitchen display in real time and reducing average …

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Web Development · Intermediate

Event Management and Ticketing Website using MEAN Stack

Organisers create events with tiered ticket pricing and QR-based check-in scanning, while attendees purchase and manage tickets through a…

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Web Development · Advanced

Online Voting System with OTP Verification using MERN Stack

Secures one-vote-per-voter integrity using OTP-based mobile verification and encrypted ballot storage, with a live, tamper-evident result…

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Web Development · Intermediate

Job Portal with Resume Parser using MERN Stack

Automatically extracts skills, experience and education from uploaded resumes to auto-fill candidate profiles and match them against recr…

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Web Development · Intermediate

Real Estate Listing Website with Interactive Map Search (Next.js)

Buyers filter and explore property listings on an interactive map with radius-based search, saved searches and price-drop email alerts po…

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Web Development · Beginner

Community Volunteering Platform using MERN Stack

Matches volunteers to NGO-listed opportunities by skill and availability, tracking logged volunteer hours and generating verified partici…

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Web Development · Advanced

Subscription-Based News Portal using Next.js and Headless CMS

Delivers a paywalled news experience with tiered subscriptions, server-side rendering for SEO and a headless CMS newsroom workflow for ed…

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AI Agent · Advanced

Autonomous AI Agent for Customer Support Ticket Resolution

An LLM-driven agent triages incoming support tickets, retrieves relevant knowledge-base articles, and either auto-resolves common issues …

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AI Agent · Intermediate

AI Agent for Automated Software Bug Triage and Assignment

Reads incoming bug reports, classifies severity and module ownership using an LLM prompt-chain, and auto-assigns tickets to the right eng…

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AI Agent · Intermediate

Multi-Tool AI Agent for Personal Finance Management

A conversational agent connects to bank statement exports and budgeting tools to categorise spending, flag unusual transactions and answe…

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AI Agent · Beginner

AI Agent for Automated Meeting Scheduling and Follow-Up

Negotiates meeting times across participants' calendars via email, books the slot automatically, and sends AI-generated follow-up summari…

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AI Agent · Advanced

Autonomous AI Agent for E-Commerce Price Monitoring and Negotiation

Continuously scrapes competitor pricing, recommends dynamic price adjustments within merchant-set guardrails, and can auto-negotiate bulk…

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AI Agent · Intermediate

AI Agent for Automated Resume Screening and Interview Scheduling

Screens incoming applications against a job description, ranks candidates by fit score, and autonomously coordinates interview slots with…

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AI Agent · Intermediate

AI Agent for IT Helpdesk Ticket Auto-Resolution

Resolves common IT requests — password resets, access requests, software installs — end-to-end by executing pre-approved scripts through …

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AI Agent · Advanced

Autonomous Research Assistant AI Agent for Literature Review

Searches academic databases, summarises relevant papers and synthesises a structured literature review with citations on a given research…

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AI Agent · Beginner

AI Agent for Automated Social Media Content Scheduling

Generates on-brand social captions and images from a content calendar brief, schedules posts across platforms and reports engagement metr…

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AI Agent · Advanced

AI Agent for Supply Chain Inventory Reordering Automation

Monitors stock levels against demand forecasts and autonomously places reorder requests with preferred suppliers when thresholds are brea…

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Agentic AI · Advanced

Agentic AI Framework for Multi-Step Business Process Automation

Orchestrates a chain of specialised agents — planner, executor and verifier — to complete multi-step business workflows like invoice-to-p…

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Agentic AI · Advanced

Agentic AI System for Autonomous Software Testing and Bug Fixing

A multi-agent pipeline generates test cases, executes them against a codebase, diagnoses failures and proposes patch commits for review, …

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Agentic AI · Intermediate

Multi-Agent Collaborative System for Enterprise Report Generation

Delegates data-gathering, analysis and narrative-writing to separate cooperating agents that hand off intermediate results, producing pol…

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Agentic AI · Advanced

Agentic AI for Autonomous Data Pipeline Orchestration

Monitors data pipeline health, autonomously diagnoses failed ETL jobs, and re-triggers or reroutes tasks using an agent that reasons over…

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Agentic AI · Intermediate

Agentic AI-Based Personal Productivity Orchestrator

Coordinates task planning, email triage and calendar management through cooperating agents that negotiate priorities and surface a daily …

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Agentic AI · Advanced

Multi-Agent System for Autonomous Market Research and Analysis

Deploys specialised research, competitor-analysis and summarisation agents that collaborate to produce a structured market research repor…

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Agentic AI · Intermediate

Agentic AI for End-to-End Recruitment Process Automation

Chains sourcing, screening, interview-scheduling and offer-drafting agents into a single autonomous recruitment pipeline, with a human-in…

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Agentic AI · Advanced

Autonomous Multi-Agent System for Smart City Traffic Coordination

Simulates cooperating traffic-signal agents that share congestion state across intersections and jointly optimise green-light timing to r…

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Agentic AI · Advanced

Agentic AI Framework for Automated Financial Portfolio Rebalancing

Continuously evaluates portfolio drift against target allocation and autonomously executes rebalancing trades within configured risk limi…

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Agentic AI · Intermediate

Multi-Agent Orchestration System for Customer Onboarding Automation

Coordinates document verification, account provisioning and welcome-communication agents to onboard new customers end-to-end, reducing av…

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Cloud Computing · Advanced

Auto-Scaling Web Application Deployment on AWS using Kubernetes

Deploys a containerised web application on Amazon EKS with horizontal pod autoscaling driven by real-time CPU and request-rate metrics, s…

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Cloud Computing · Intermediate

Serverless File Processing Pipeline using AWS Lambda and S3

Automatically triggers Lambda functions on S3 file uploads to validate, transform and archive documents, eliminating dedicated server inf…

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Cloud Computing · Advanced

Cloud-Based Disaster Recovery System using Multi-Region Replication

Implements automated cross-region database replication and failover for a mission-critical application, achieving a recovery time objecti…

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Cloud Computing · Intermediate

Cost-Optimized Multi-Cloud Resource Management Dashboard

Aggregates billing and utilisation data across AWS, Azure and GCP into a single dashboard, flagging idle resources and recommending right…

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Cloud Computing · Advanced

CI/CD Pipeline Automation for Microservices using AWS DevOps Tools

Builds a fully automated CI/CD pipeline for a microservices application using CodePipeline, CodeBuild and ECS, reducing deployment time f…

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Cloud Computing · Advanced

Cloud-Native E-Commerce Platform using Docker and Kubernetes

Decomposes an e-commerce application into independently scalable microservices deployed on Kubernetes, with service-mesh traffic manageme…

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Cloud Computing · Intermediate

Serverless Real-Time Chat Application using AWS AppSync

Delivers a real-time messaging experience using GraphQL subscriptions over AWS AppSync backed by DynamoDB, scaling automatically without …

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Cloud Computing · Advanced

Cloud-Based Video Transcoding and Streaming Platform

Automates video ingestion, adaptive-bitrate transcoding and CDN-backed streaming delivery using AWS Elemental MediaConvert, cutting manua…

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Cloud Computing · Intermediate

Hybrid Cloud Load Balancing System for Enterprise Applications

Distributes application traffic dynamically between on-premise servers and cloud instances based on real-time load thresholds, ensuring h…

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Cloud Computing · Advanced

Cloud Cost Anomaly Detection System using AWS CloudWatch and ML

Trains an anomaly-detection model on historical billing metrics to flag unusual cloud spend spikes within hours of occurrence, integrated…

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Cyber Security · Advanced

Intrusion Detection System using Machine Learning for Network Traffic

Classifies live network packet flows as benign or malicious using a random-forest model trained on the CICIDS dataset, achieving 96% dete…

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Cyber Security · Intermediate

Phishing Website Detection using Deep Learning and URL Analysis

Extracts lexical and domain-reputation features from URLs and classifies phishing attempts using an LSTM model, deployed as a browser ext…

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Cyber Security · Advanced

Blockchain-Based Secure Voting System with End-to-End Verification

Records each vote as an immutable blockchain transaction with zero-knowledge proof-based voter anonymity, allowing independent public ver…

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Cyber Security · Advanced

Ransomware Detection and Behavioral Analysis System

Monitors file-system I/O patterns and process behaviour to flag ransomware-like encryption activity in real time, automatically isolating…

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Cyber Security · Intermediate

Secure File Sharing System using AES and RSA Hybrid Encryption

Encrypts shared files with AES-256 and secures the session key exchange using RSA, giving users end-to-end confidentiality for sensitive …

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Cyber Security · Intermediate

Web Application Vulnerability Scanner with Automated Reporting

Crawls a target web application to test for SQL injection, XSS and broken authentication flaws, generating a prioritised vulnerability re…

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Cyber Security · Advanced

Android Malware Detection using Static and Dynamic Analysis

Combines permission-pattern static analysis with sandboxed runtime behaviour monitoring to classify Android APKs as malicious or benign, …

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Cyber Security · Advanced

Zero Trust Network Access Framework for Enterprise Applications

Implements continuous identity and device-posture verification for every application request instead of perimeter-based trust, reducing l…

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Cyber Security · Intermediate

Honeypot-Based Network Threat Intelligence System

Deploys decoy services to attract and log attacker behaviour, feeding captured attack signatures into a threat-intelligence dashboard tha…

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Cyber Security · Beginner

Secure Multi-Factor Authentication System using Biometric and OTP

Layers fingerprint biometric verification with time-based OTP for a two-factor login flow, cutting unauthorized-access incidents to near …

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Networking · Advanced

Software-Defined Networking based Traffic Load Balancer

Uses an SDN controller to dynamically redistribute traffic flows across network paths based on real-time link utilisation, improving thro…

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Networking · Advanced

Network Intrusion Prevention System using SDN Controller

Detects and blocks malicious flows at the SDN controller level by analysing flow statistics for DDoS and port-scan signatures, isolating …

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Networking · Intermediate

Wireless Mesh Network for Rural Broadband Connectivity

Designs a low-cost, self-healing mesh network of Wi-Fi nodes to extend broadband coverage to underserved rural clusters, evaluated for th…

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Networking · Intermediate

QoS-Aware Bandwidth Allocation System for Enterprise Networks

Prioritises latency-sensitive traffic like VoIP and video conferencing over bulk downloads using DiffServ-based QoS policies, maintaining…

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Networking · Beginner

Network Performance Monitoring Dashboard using SNMP

Polls network devices via SNMP to visualise bandwidth utilisation, packet loss and device uptime on a live dashboard, alerting network ad…

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Networking · Intermediate

VPN-Based Secure Remote Access System for Enterprises

Configures a site-to-site and client VPN architecture with certificate-based authentication, giving remote employees encrypted access to …

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Networking · Advanced

IoT Network Congestion Control using Adaptive Routing Protocol

Proposes an adaptive routing protocol for dense IoT sensor networks that reroutes traffic around congested nodes dynamically, improving p…

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Networking · Beginner

Campus Network Simulation and Optimization using Cisco Packet Tracer

Designs and simulates a hierarchical campus network with VLAN segmentation and inter-VLAN routing across multiple departments, benchmarke…

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Networking · Advanced

Software-Defined WAN for Multi-Branch Enterprise Connectivity

Implements an SD-WAN overlay that intelligently steers branch-office traffic across MPLS and broadband links based on application priorit…

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Networking · Advanced

Network Anomaly Detection System using Deep Packet Inspection

Inspects packet payloads and flow metadata to flag protocol anomalies and unauthorized application usage on an enterprise network, using …

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Gen AI · Intermediate

Generative AI-Based Marketing Content Creation Platform

Generates on-brand ad copy, social captions and email campaigns from a product brief using a fine-tuned LLM, cutting content-creation tur…

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Gen AI · Advanced

Text-to-Image Generation Tool for E-Commerce Product Mockups

Generates photorealistic product mockups in varied settings from a single product photo and text prompt using a diffusion model, reducing…

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Gen AI · Intermediate

Generative AI Chatbot for Personalized Study Material Creation

Generates topic-wise notes, flashcards and practice questions tailored to a student's syllabus and weak areas using an LLM pipeline groun…

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Gen AI · Advanced

AI-Generated Video Summarization Tool using Diffusion Models

Extracts key frames and transcribed narration from long-form videos to auto-generate concise highlight reels with captions, cutting revie…

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Gen AI · Beginner

Generative AI-Powered Resume and Cover Letter Builder

Converts a short user profile into a polished, ATS-friendly resume and role-specific cover letter using LLM-based generation, with tone a…

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Gen AI · Advanced

Synthetic Data Generation Platform using GANs for ML Training

Generates labelled synthetic image datasets using a conditional GAN to augment scarce training data for niche computer-vision tasks, impr…

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Gen AI · Intermediate

Generative AI Tool for Automated UI/UX Design Mockups

Converts a text description of an app's purpose into wireframe and high-fidelity UI mockups using a design-focused generative model, acce…

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Gen AI · Intermediate

AI-Based Music Composition Tool using Generative Models

Composes short original melodies and chord progressions in a chosen genre and mood using a transformer-based music generation model, expo…

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Gen AI · Beginner

Generative AI Platform for Automated Code Documentation

Scans a codebase to auto-generate function-level docstrings, README sections and architecture summaries using an LLM, keeping documentati…

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Gen AI · Advanced

Text-to-Speech Generative AI System for Regional Language Content

Converts written Tamil and Hindi text into natural-sounding speech using a fine-tuned neural TTS model, built to make educational content…

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Data Analytics · Intermediate

Real-Time Sales Analytics Dashboard using Power BI and Python

Pipes live POS transaction data into Power BI through a Python ETL layer, giving store managers real-time visibility into sales trends, t…

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Data Analytics · Advanced

Customer Churn Analytics Platform for Subscription Businesses

Analyses usage, billing and support-ticket data to score subscription churn risk per customer, surfacing at-risk accounts to the retentio…

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Data Analytics · Intermediate

Social Media Sentiment Analytics Dashboard using NLP

Streams brand-mention posts from social platforms and classifies sentiment using an NLP pipeline, visualising sentiment trends and spike …

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Data Analytics · Intermediate

Hospital Resource Utilization Analytics System

Aggregates bed occupancy, staff shift and equipment usage data to identify utilisation bottlenecks across hospital departments, supportin…

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Data Analytics · Advanced

Retail Inventory Demand Forecasting Analytics Dashboard

Forecasts SKU-level demand using historical sales and seasonality patterns, feeding purchase-order recommendations into an interactive an…

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Data Analytics · Beginner

Website Traffic and User Behavior Analytics Platform

Tracks page views, session paths and drop-off points across a website to visualise user journey funnels, helping product teams identify a…

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Data Analytics · Advanced

Supply Chain Analytics Dashboard for Logistics Optimization

Analyses shipment routes, delivery times and warehouse throughput to surface bottleneck lanes, cutting average delivery delays in a simul…

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Data Analytics · Intermediate

Employee Attrition Analytics System using HR Data

Correlates tenure, compensation and engagement-survey data to identify departments and roles with elevated attrition risk, presented thro…

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Data Analytics · Advanced

Financial Fraud Pattern Analytics Dashboard using Big Data Tools

Processes high-volume transaction logs through a Spark pipeline to surface anomalous spending-pattern clusters, visualised for fraud anal…

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Data Analytics · Beginner

Academic Performance Analytics Dashboard for Educational Institutions

Consolidates attendance, assignment and exam-score data across departments to help academic coordinators track cohort performance trends …

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Data Science · Beginner

House Price Prediction using Advanced Regression Techniques

Applies gradient-boosted regression and feature-engineered location and amenity data to predict residential property prices, achieving an…

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Data Science · Intermediate

Customer Segmentation using Unsupervised Clustering Algorithms

Segments a retailer's customer base into behaviourally distinct groups using RFM features and K-Means clustering, informing targeted camp…

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Data Science · Advanced

Time-Series Sales Forecasting using ARIMA and LSTM Models

Compares statistical ARIMA and deep-learning LSTM approaches for monthly sales forecasting, benchmarking forecast accuracy across a two-y…

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Data Science · Advanced

Disease Outbreak Prediction using Epidemiological Data Science

Models historical case-count, mobility and climate data to forecast localised disease-outbreak risk a week in advance, aiding public-heal…

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Data Science · Beginner

Movie Recommendation System using Collaborative Filtering

Recommends films to users based on rating-pattern similarity across a matrix-factorisation collaborative filtering model, evaluated on th…

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Data Science · Intermediate

Loan Default Risk Prediction using Data Science Pipeline

Builds an end-to-end pipeline from raw applicant data to a calibrated default-risk score using logistic regression and gradient boosting,…

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Data Science · Advanced

Sentiment-Driven Stock Market Trend Prediction System

Combines financial-news sentiment scores with historical price features to predict next-day stock movement direction, benchmarked against…

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Data Science · Intermediate

Customer Lifetime Value Prediction using Data Science Models

Predicts long-term customer value from early purchase-behaviour signals using a probabilistic BG/NBD model, helping marketing teams prior…

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Data Science · Beginner

Air Quality Index Forecasting using Time-Series Data Science

Forecasts next-day AQI levels for a city zone using historical pollutant and weather time-series data with a seasonal ARIMA model, valida…

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Data Science · Intermediate

Employee Attrition Prediction using Data Science and HR Analytics

Predicts individual employee attrition risk from tenure, engagement and compensation features using a random-forest classifier, achieving…

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Machine Learning · Beginner

Handwritten Digit and Signature Recognition using Deep Learning

Trains a CNN on the MNIST dataset and a custom signature corpus to recognise handwritten digits and verify signature authenticity for doc…

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Machine Learning · Advanced

Real-Time Object Detection for Autonomous Vehicles using YOLO

Detects pedestrians, vehicles and traffic signs in real time from dashcam footage using a YOLOv8 model optimised for edge-device inferenc…

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Machine Learning · Intermediate

Speech Emotion Recognition using Machine Learning

Classifies speaker emotion from voice-recording features like pitch and MFCCs using an SVM and CNN ensemble, achieving 87% accuracy acros…

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Machine Learning · Beginner

Plant Species Classification using Convolutional Neural Networks

Classifies leaf images into plant species using a fine-tuned CNN, packaged as a mobile-friendly app to help farmers and botanists identif…

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Machine Learning · Advanced

Predictive Maintenance for Industrial Machinery using ML

Predicts equipment failure from vibration and temperature sensor time-series using a gradient-boosted survival model, giving maintenance …

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Machine Learning · Beginner

Customer Review Rating Prediction using Machine Learning

Predicts a numeric star rating from review text alone using TF-IDF features and a gradient-boosting classifier, validated on an e-commerc…

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Machine Learning · Intermediate

Human Activity Recognition using Wearable Sensor Data and ML

Classifies walking, running, sitting and falling activities from accelerometer and gyroscope wearable data using a random-forest model, a…

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Machine Learning · Advanced

Anomaly Detection in Manufacturing using Machine Learning

Flags defective units on a production line by detecting anomalies in sensor-measured dimensional and visual features using an isolation-f…

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Machine Learning · Advanced

Multi-Class Skin Disease Classification using Deep Learning

Classifies dermatological images into multiple skin-condition categories using a fine-tuned EfficientNet model, achieving 92% top-1 accur…

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Machine Learning · Beginner

Traffic Sign Recognition System using Convolutional Neural Networks

Recognises and classifies traffic signs from live camera footage using a CNN trained on the GTSRB dataset, intended as a driver-assistanc…

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