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# RELEVANT PROJECTS

## Introduction to ICT Project
### Adaptive Predictive Traffic Time Research
- **Research Focus**: Investigated solutions for the Adaptive Predictive Traffic Time problem.
- **Techniques Used**: Data analysis, predictive modeling.
- **System Development**: Developed a system to predict traffic conditions.
- **Algorithm Proposal**: Suggested adaptive algorithms to adjust predictions based on real-time traffic updates and external factors.

## Discrete Math Project
### Reinforcement Learning Algorithm for Resource Provisioning
- **Research Focus**: Optimized resource provisioning in Mobile Edge Computing Networks.
- **Techniques Used**: Reinforcement learning algorithms such as Q-learning and Deep Q-Networks.
- **Dynamic Allocation**: Allocated resources dynamically based on network conditions and user demands.

## OS Principles Project
### Design and Build an OS Shell called "Tiny Shell"
- **Project Scope**: Designed and built a basic operating system shell.
- **Skills Developed**: Gained experience in OS principles and shell programming.

## AI Project
### Snake Game AI Search Program
- **Development Focus**: Created an AI search program for the Snake game.
- **Algorithms Used**: Implemented A* and Minimax algorithms.
- **Strategy Implementation**: Developed strategies to maximize the snake's score, avoid collisions, and collect food.

## ML Project
### Football Result Prediction Program
- **Project Focus**: Built a predictive model for football match results.
- **Techniques Used**: Machine learning algorithms like logistic regression and k-means clustering.
- **Data Analysis**: Analyzed historical match data and various influencing factors to forecast match outcomes.

## Deep Learning Project
### Image Classification
- **Model Used**: Utilized Contrastive Language-Image Pre-Training (CLIP) for image classification.
- **Accuracy**: Developed a model capable of classifying images into predefined categories with high accuracy.

## Project I
### Library Management Website
- **Technology Stack**: Explored C# and ASP.Net.
- **Development Focus**: Built a website to manage a library.

## Project II
### IAM System Based on WSO2
- **Protocols Explored**: OpenID Connect, OAuth 2.0.
- **System Development**: Built an Identity and Access Management (IAM) system using the WSO2 platform.
- **Features Implemented**: Single Sign-On (SSO), user management, application management, and multi-factor authentication.

## Project III
### Quantum Algorithm Research
- **Algorithm Focus**: Researched and implemented Grover's algorithm to find a marked value in an array.
- **Principles Explored**: Explored quantum computing principles and applied them to develop efficient search algorithms.

## Cyber Security Project
### Cryptanalysis Using Markov Chain Rule and Genetic Algorithm
- **Techniques Used**: Applied the Markov chain rule and genetic algorithm to break substitution ciphers.
- **Algorithm Development**: Developed algorithms to analyze letter frequency patterns and employ evolutionary search strategies for cryptanalysis.

## Graduation Thesis
### Quantum Neural Network
- **Integration Focus**: Built a quantum neural network applying transfer learning and quantization techniques.
- **Efficiency**: Explored the integration of quantum computing concepts with neural networks to enhance model efficiency and performance.

## Student Research Conference
### Code Analysis
- **Distinguishing Code**: Analyzed code to distinguish between human-written and machine-generated code using CodeBERT.
- **Vulnerability Detection**: Detected code vulnerabilities using CodeQL, contributing to software security research.
- **Similarity Identification**: Investigated the use of Dolos to identify similarities between code snippets and known code repositories or authors.

## SRV Project
### Samsung Internship Project
- **Project Focus**: Created a secure vault to securely store and deliver sensitive data in the Android environment using OpenSSL.

## Embedded System Project
### Dinosaur Game on ESP32
- **Development Focus**: Developed a Dinosaur Game on the ESP32 microcontroller.

## IoT Project
### Smart Home Using Arduino
- **Project Focus**: Developed a smart home system using Arduino.