Research Interest

Software Engineering, Machine Learning, Data Mining

Undergrad Thesis

Feature Selection Based Network Intrusion Detection Using Data-Mining Classification Algorithms (2019)

• Made substantial research contributions, gave key insights, and developed the core codebase.
• Performed a comprehensive review of existing network intrusion detection research and identified key gaps for further study.
• Selected and prepared the NSL-KDD dataset, focusing on data normalization and cleaning for optimal analysis.
• Applied and evaluated various feature reduction techniques, comparing the performance of multiple classification algorithms.
• Assessed the accuracy and effectiveness of each classification model using diverse performance metrics.
• Enhanced network breach detection by integrating advanced data mining techniques and streamlined feature selection.

Professional Projects [2019-Present]

• CUE Front (June 2021 - Present):

  Project for Stibo DX

  • Developed a collection of web services that together serve content to client applications.
  • Worked as one of the key developers and contributed to building features on all the Microservices.
  • Technologies used: NodeJS, Python, TypeScript, PHP , GraphQL, NGINX, Docker, Shellscript.



• CEL HRM (May 2020 - May 2021):

  Project for Computer Ease Limited

  • Developed Employee Profile, Attendance, and Authentication modules.
  • Worked on both the frontend and backend part.
  • Technologies used: Angular, Typescript, C#, ASP .NET Core, MySQL.



• Human Resource Management System (August 2019 - May 2021):

  Project for Computer Ease Limited

  • Developed new modules in different payroll management systems for various clients.
  • Implemented this project on all Desktop, Web, and Mobile platforms.
  • Technologies used: C#, ASP .NET, Angular, Xamarin, and MySQL.



• Canteen Management System (HRM) (January 2020 - March 2021):

  Project for Computer Ease Limited

  • Developed most of the core modules and also helped co-developers to design and implement.
  • Worked on complex meal management modules and reports.
  • Technologies used: Angular, Typescript, C#, ASP .NET Core, and MySQL.



• POS Management (May 2020 - September 2020):

  Freelance Project

  • Led a team of 3 members and worked on both frontend and backend services.
  • Created POS management with all the useful features for a client in the United Kingdom.
  • Technologies used: C#, WPF, Web API.

Private Projects

• Code Refactor Assistant

  • Features a web-based platform for users to input code, select classifiers, and view results interactively.
  • Analyzes multiple methods for smells using static code metrics.
  • Employs trained ML classifiers (KNN, SVM, etc.) to predict smelly methods based on line count and complexity.
  • Provides actionable recommendations to improve code quality for each detected smell.
  • Created using Python, Scikit-learn, and pandas.
  • Project Code: [Code]

• AI-Based Log Monitor (POC)

  • Created this as a Proof of Concept for a microservice project in professional work (Stibo DX) that will detect log anomalies and improve performance.
  • A log monitor which detects anomalies in the logs incoming in the system.
  • Uses Large Language Model (LLM)-based embeddings.
  • Also uses DBSCAN clustering to detect anomalies in microservice logs.
  • Created using Python, numpy, pandas and sentence-transformer.
  • Project Code: [Code]



• Food & Chill

  • A web application where users can order food from various restaurants.
  • Three different modules for the admin, customer, and restaurant owners.
  • Implemented cart management for customers to order food.
  • Data fetched from the database to display foods and restaurants.
  • Option to upload food item details for restaurant owners.
  • Created using ASP.NET, C#, MySQL, HTML, CSS.
  • Project Code: [Code]



• Author Management

  • A web application based on Author management system designed for a library.
  • Implemented CRUD operation, where authors can be managed in an efficient way.
  • Developed lazy loading routes which helped decreasing loading time a lot.
  • Implemented pagination which improved performance and made the list more organized.
  • Made sure the components used are reuseable.
  • Created using Angular, Typescript, HTML, CSS.
  • Project code: [Code]



• Budget Calculator

  • A web application to calculate budgets and monitor savings and investments.
  • Implemented entire CRUD Operation for budget management.
  • Applied complex logic for easier calculation of savings and expenditure.
  • Project code: [Code]



• Amar Bondhu Rashed

  • A two dimensional platformer role playing game made based on the liberation war of Bangladesh.
  • The main player of the game can move, jump, shoot, throw, collect coins and solve interesting puzzles.
  • The game can be played in both PC and Android phone.
  • Project Code: [Code]