research | Md Kamrul Islam

Research Work

Unsupervised Chest X-ray Clustering with Group Equivariant Convolutions

Fall 2024

Group-equivariant deep clustering for chest X-rays with faster convergence and clearer clusters, without data augmentation.

PyTorch G-CNNs DeepCluster NIH Chest X-ray

Applying Knowledge Graphs in Retrieval-Augmented Generation (RAG)

Summer 2024

Presented at the Twelfth European Big Data Management & Analytics Summer School (eBISS 2024), University of Padova, Italy (July 2024); this work reviews KG-RAG architectures, applications, and open challenges.

Large Language Models Retrieval-Augmented Generation Knowledge Graphs Question Answering

Brain Tumor Detection and Classification Using Convolutional Neural Networks

Fall 2021

Undergraduate thesis on CNN-based brain tumor classification, comparing VGG-16, Xception, ResNet-50, and Inception-V3 on MRI data.

Python TensorFlow Keras CNNs MRI