Adversarial Image Detection |
| Designed and developed a project to detect adversarial images using adversarial deep learning. The purpose of it was to protect an automated system of skin cancer classification. |
TF Clustering Kernel |
| Designed a new kernel to cluster heterogeneous components of Transcription Factor binding specificity across cell lines. |
Topic Modeling |
| Created model using Latent Dirilect Allocation to find recurring themes from a text dataset and applied that model on time series data to search for commonly occurred pattern. |
Dynamic Time Warping |
| Implemented and optimized time series data classification model using dynamic time warping, introducing lower bounding and early abandoning technique. |
Movie Recommender System |
| This project recommended movie to an user based on user ratings. The system used Product of Factor technique and optimized the calculation with Alternating Least Squares algorithm. |
Online Advertisment |
| Facilitated evaluation of online ads via Logistics Regression with Stochastic Gradient Descent and L2 Regularization. |
Pattern of Hailstorm |
| Innovated model for hailstorm pattern based on storm event data and predicted hailstorms across various US regions. |
Evolutionary Computation |
| Established evolutionary computation framework for solving symbolic regression and artificial ant problem. |
Voter Prediction |
| Created a model using an artificial neural network (Back propagation) to determine voter turnout in different regions of USA. |
Nim Game |
| Demonstrated Nim game using reinforcement learning based on Q-learning algorithm. |
Breast Cancer Detection |
| Programmed an Adaboost classifier to detect Breast Cancer from phenotypic cancer attributes. |
News Classification |
| Created KNN as well as Naive Bayes classifier using TF-IDF model for sorting news articles into groups based on headings. |
Web Based Student Survey |
| Developed an MVC-based Web application following Agile methodology using JSF2 framework with automatic validation approach. A pplied Prime Faces UI library to give more professional look to the website. Integrated automatic data population via an asynchronous call to the Restful web service. Developed the project in Eclipse and deployed in EC2 and S3. Incorporated a search option using SOAP based web service. Utilized Amazon RDS with MySQL database to store user information. Implemented all database access logic using JPA/ Hibernate technology. |
Form Based Website |
| Built a website for departmental survey purpose using HTML5, XHTML and CSS3. Implemented greetings using cookies. Added event handling for form validation. Enhanced design quality using AJAX, JSON and jQuery. Engineered server side processing of the form with MVC implementation using request dispatcher object with one servlet as a controller to collect, manipulate data and further present data at the user end. Remodeled the server side and client side operations using Struts2 framework. |
VizResearch |
| A research oriented social networking site which was developed using ASP.NET and Oracle. Developed following waterfall model. Achieved the Championship award with this project in Inter University Software Project contest at BUET in 2011. |
Stand Out |
| Co-developed a donation and distribution site for Microsoft Imagine Cup 2011 with the intension of solving proverty. One of the unique features of this software was to use crowd sourcing to select applicants, ranking among top 5 in local grand finale for the idea. |
Operating System |
| Administered multiprogramming, priority scheduling, console management, and page replacement algorithms for Linux kernel in C++. |
Networking |
| Introduced two OSI layer-data link layer and networking layer in Java, applying selective repeat algorithm and distance vector routing protocol respectively. |
Graphics |
| Designed the exterior part of Petronus Twin Tower in OpenGL with texturing and lighting effect of day and night. Created the turbulence and the resulting rippling effect on water. |