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tahsin314/README.md

Tahsin Mostafiz

Outlook LinkedIn Connect Kaggle Follow

tahsin314

tahsin314

Research Interests

Machine Learning, Deep Learning, Computer Vision, Natural Language Processing

Education

  • Graduate Research Assistant, FICS Lab, ECE, University of Florida (Spring 2021 -)

  • Master of Science, Electrical and Electronic Engineering, Bangladesh University of Engineering and Technology (BUET) (2019-2020)

  • Bachelor of Science, Electrical and Electronic Engineering Bangladesh University of Engineering and Technology (BUET) (2012-2017)

Honors and Awards

Work Experience

  • Machine Learning Engineer, AI Samurai (2019-2020)
  • Machine Learning Researcher, Semion Limited (2017-2019)

Research Articles

  • EVHA: Explainable Vision System for Hardware Testing and Assurance - An Overview" MD Mahfuz Al Hasan, Tahsin Mostafiz, Thomas An Le, Jake Julia, Nidish Vashistha, Shayan Taheri, and Dr. Navid Asadizanjani

  • Pathology Extraction from Chest X-Ray Radiological Reports: A Performance Comparison" Tahsin Mostafiz, Dr. Khalid Ashraf

  • Retinal Blood Vessel Segmentation using Residual Block Incorporated U-Net Architecture and Fuzzy Inference System" Tahsin Mostafiz, Ismat Jarin, Dr. Shaikh A. Fattah and Dr. Celia Shahnaz; IEEE WIECON-ECE 2018.

  • Photoplay: An Android Application to Stimulate Children’s Cognitive Development" Avijit Mitra, Tahsin Mostafiz, Raihan Ur Rashid; Humanitarian Technology Conference (R10-HTC), 2017 IEEE Region 10, Dhaka.

Professional Projects

  • Algorithm

    • Head and Neck Cancer staging via lymph node segmentation using Convolutional Neural Network (CNN) and volumetric CT images.

    • Computed Tomography (CT) image reconstruction for Printed Circuit Boards (PCB) with semi-supervised denoising and artifact suppression techniques.

    • Counterfeit IC detection from SEM images of IC backsides using image processing and CNN.

    • Co-development of a semi-supervised CNN model for abnormality detection in dairy product images.

    • Backend deep learning algorithm development of , a web application for the detection and localization of Intracranial Hemorrhage from brain CT images.

    • Sentiment level analysis using transformer based language models for product review task.

    • Identification of Risk Factors for Heart Disease from i2b2 dataset Using a Bidirectional LSTM network with 50 Dimensional Glove Word Embedding.

  • Application

    • Co-development of a flutter based android app for electric pole detection from images captured using car dashboard cameras.

    • Co-development of SemRad, an inference tool and a class activation mapping (CAM) Tool Using ResNet101 for Detection and Localization of Abnormalities in Chest X-ray Images for this software.

    • semDDX, an Android app was designed to help the users navigate the vast landscape of differential diagnoses (DD) and help medical students to learn DD easily.

    • Differential Diagnoses, an Amazon Alexa skill was designed to help the users find all differential diagnoses for a symptom.

    • Symptom Checker an Amazon Alexa skill was designed to help the users detect disease from symptoms.

  • Deep Learning Competitions

    • Silver Medal in APTOS 2019 Blindness Detection

    • Bronze Medal in SIIM-ISIC Melanoma Classification

  • Student Supervising

    • Mentored an undergraduate student in his thesis work titled "COVID Infection Analysis via Lung Lobe Segmentation using Deep Learning".

    • Supervised two high-school students to get them familiar with research work in hardware security and machine learning under the Student Science Training Program (SSTP).

My Scores:

My Stats Top Used Languages

Popular repositories

  1. 40th_place_solution_aptos2019-blindness-detection 40th_place_solution_aptos2019-blindness-detection Public

    This repo contains my Pytorch and Fast.ai versions of codes written for the APTOS 2019 Blindness Detection Competition hosted on Kaggle. My approach got us 37th place on the private leaderboard.

    Jupyter Notebook 15 7

  2. Retinal-Vessel-Segmentation Retinal-Vessel-Segmentation Public

    Python 4 2

  3. Diabetic_Retinopathy-Detection-Pattern-Recognition-Course-Project Diabetic_Retinopathy-Detection-Pattern-Recognition-Course-Project Public

    Python 4 1

  4. Bengali.ai-Handwritten-Character-Recognition-Challenge Bengali.ai-Handwritten-Character-Recognition-Challenge Public

    Python 3 2

  5. Melanoma_Classification_2020 Melanoma_Classification_2020 Public

    Python 2 2

  6. tahsin314 tahsin314 Public

    2