Predictive Modeling for Breast Cancer Classification in the Context of Bangladeshi Patients: A Supervised Machine Learning Approach with Explainable AI

no code implementations • 6 Apr 2024 • Taminul Islam, Md. Alif Sheakh, Mst. Sazia Tahosin, Most. Hasna Hena, Shopnil Akash, Yousef A. Bin Jardan, Gezahign Fentahun Wondmie, Hiba-Allah Nafidi, Mohammed Bourhia

In this study, we evaluate and compare the classification accuracy, precision, recall, and F-1 scores of five different machine learning methods using a primary dataset (500 patients from Dhaka Medical College Hospital).

Enhancing Bangla Fake News Detection Using Bidirectional Gated Recurrent Units and Deep Learning Techniques

no code implementations • 31 Mar 2024 • Utsha Roy, Mst. Sazia Tahosin, Md. Mahedi Hassan, Taminul Islam, Fahim Imtiaz, Md Rezwane Sadik, Yassine Maleh, Rejwan Bin Sulaiman, Md. Simul Hasan Talukder

We carry out comprehensive trials to show the effectiveness of these models in identifying bogus news in Bangla, with the Bidirectional GRU model having a stunning accuracy of 99. 16%.

Fake News Detection

Cannabis Seed Variant Detection using Faster R-CNN

no code implementations • 15 Mar 2024 • Toqi Tahamid Sarker, Taminul Islam, Khaled R Ahmed

This paper presents a study on cannabis seed variant detection by employing a state-of-the-art object detection model Faster R-CNN.

object-detection Object Detection

Machine Learning Approach on Multiclass Classification of Internet Firewall Log Files

no code implementations • 12 Jun 2023 • Md Habibur Rahman, Taminul Islam, Md Masum Rana, Rehnuma Tasnim, Tanzina Rahman Mona, Md. Mamun Sakib

Filtering is carried out by comparing incoming data packets to a set of rules designed to prevent malicious code from entering the network.

PotatoPestNet: A CTInceptionV3-RS-Based Neural Network for Accurate Identification of Potato Pests

no code implementations • 27 May 2023 • Md. Simul Hasan Talukder, Rejwan Bin Sulaiman, Mohammad Raziuddin Chowdhury, Musarrat Saberin Nipun, Taminul Islam

Potatoes are the third-largest food crop globally, but their production frequently encounters difficulties because of aggressive pest infestations.

Transfer Learning

Analysis of Arrhythmia Classification on ECG Dataset

no code implementations • 10 Jan 2023 • Taminul Islam, Arindom Kundu, Tanzim Ahmed, Nazmul Islam Khan

The heart peaks shown in the ECG graph are used to detect heart diseases, and the R peak is used to analyze arrhythmia disease.

Arrhythmia Detection Classification

Machine Learning Approaches to Predict Breast Cancer: Bangladesh Perspective

no code implementations • 30 Jun 2022 • Taminul Islam, Arindom Kundu, Nazmul Islam Khan, Choyon Chandra Bonik, Flora Akter, Md Jihadul Islam

This study focuses on finding the best algorithm that can forecast breast cancer with maximum accuracy in terms of its classes.

BIG-bench Machine Learning Breast Cancer Detection +1

Convolutional Neural Network Based Partial Face Detection

no code implementations • 29 Jun 2022 • Md. Towfiqul Islam, Tanzim Ahmed, A. B. M. Raihanur Rashid, Taminul Islam, Md. Sadekur Rahman, Md. Tarek Habib

When the camera is pointed, it cannot detect a person's face, and it becomes a poor image.

BIG-bench Machine Learning Face Detection

A Proposed Bi-LSTM Method to Fake News Detection

no code implementations • 15 Jun 2022 • Taminul Islam, MD Alamin Hosen, Akhi Mony, MD Touhid Hasan, Israt Jahan, Arindom Kundu

Recent years have seen an explosion in social media usage, allowing people to connect with others.

Fake News Detection