Lymphocyte Cell Classification

Lymphocyte Cell Classification using Knowledge Distillation and Transfer Learning

Building a scalable cell classification model for T4 vs B cell and T8 vs B cell, leveraging Knowledge Distillation for speed optimization and Transfer Learning for zero-shot inference capabilities. The final deployment is planned for FPGA to enable real-time T-cell detection.

January 2024 · Khayrul Islam
Transformer-Based Trajectory Prediction in Microfluidics

Transformer-Based Trajectory Prediction in Microfluidics

Constructed a Transformer-based model for accurately predicting cell trajectories in microfluidic devices, focusing on the optimization of designs such as deterministic lateral displacement (DLD).

June 2023 · Khayrul Islam
Line Balancing for RMG

Line Balancing Algorithm for RMG Sector in Bangladesh

Implemented an Excel VBA-based line balancing algorithm to address worker absenteeism and optimize production efficiency at GMS Composite Knitting Ind. Ltd., the largest facility in Bangladesh with 17,000 workers.

February 2019 · Khayrul Islam
Colour Consumption Algorithm

Colour Consumption Algorithm for Thanbee Printing Plant Ltd

Created an algorithm to accurately predict color consumption in T-shirt printing for Thanbee Printing Plant Ltd, achieving greater than 99.5% accuracy by calculating intricate design areas using Photoshop.

February 2017 · Khayrul Islam, Md Rabbi
Particle Sifting Machine for Mold Sand

Particle Sifting Machine

Developed a particle sifting machine during a course project, which gained interest from BUET Foundry Lab for use in mold sand preparation.

May 2016 · Khayrul Islam, SM Akash, Zuhayer Mahatab, Rafi Islam, MD Rabbi