Experiences

  • Alberta Machine Intelligence Institute (AMII)
    • Project Validation (WILO)
      (July 2025 - Present)

      • I am working on identifying suitable machine learning approaches to solve the client’s business problem through academic and industry literature reviews. This Work Integrating Learning Opportunity (WILO) was offered as part of the AI Career Accelerator Program at Amii.

      Key Responsibilities:
      • Attend client meetings to observe and support note-taking in collaboration with the team.
      • Contribute to brainstorming ML approaches for solving the client’s business problem.
      • Conduct academic and/or industrial literature reviews to determine ML approaches for solving the client’s business problem.
      • Create slides of findings/approaches that will be used in client meetings.
      • Create refined documentation of the findings to be integrated into the client report.

  • University of Alberta
    • Research Assistant
      (April 2025 - Present)

      • I am working as a research assistant where I have worked on multi-spectral object detection in traffic scenarios. Currently, I am working on compressing Large Language Models (LLMs) using frequency domain optimization.

      Key Responsibilities:
      • [R&D on SOTA methods] Performed thorough research on some recent existing works. Pointed out several features that could be worked on and improved.
      • [Experimentation] Working on preparing the codes and run different experiments with the existing and proposed methodologies.
      • [Evaluating Model Performance] Testing the models performance and figuring out the rooms for improvement.
      • [Documentation] Logging all the experimental data in a document.

  • ABMI-RCSC (Remote Camera Steering Committee)
    • Developer
      (March 2024 - March 2025)

      • I worked as a developer to build a web application for the Remote Camera Steering Committee (RCSC) under the Alberta Biodiversity Monitoring Institute (ABMI) in Edmonton, Alberta, Canada.

      Key Responsibilities:
      • [Web application related R&D] Performed thorough research on some existing web applicaiton that relates to our own. Pointed out several features that could be worked on and improved.
      • [Product Development] Worked on developing the remote camera decision support tool. The main purpose of this application is to guide remote camera users in monitoring wilf life.
      • [Participating Focus group sessions] The main objective of these sessions is to gain feedbacks from users and improve our application
      • [Feature testing] After deploying a new feature, testing is done to confirm that it meets the demand properly.

  • BJIT Limited
    • Artificial Intelligence Engineer
      (June 2021 - November 2023)

      • I worked as an Artificial Intelligence Engineer in BJIT Limited, Dhaka, Bangladesh.

      Key Responsibilities:
      • [Face related R&D] Performed thorough research on existing market. The main focus was on the features related to the human face. Pointed out several features that could be worked on and improved.
      • [Face related R&D] Developed several ideas and featues which were later implemented. The main goal was to use human faces and identify several facial features and use those to implement the recommended system.
      • [Product Development] Developed several systems implementing the facial features. Among them, worth mentioning are the Emotion Recognition System and Masked Face Detection System in blurry and low light conditions.
      • [Performance Analysis] Tested different implemented system related to facial features. Identified the limitation of our model and later enhanced the performance by adding more data and fine-tuning different hyperparameters of our model.
      • [ChatBot Testing] Helped prepare the dataset for improving the performance of a deployed chatbot. The chatbot response improved drastically due to the integration of more data and thorough testing.
      • [Weapon Detection R&D] Did thorough research on existing weapon detection systems. Studied several patents and developed a unique detection system without infringement.
      • [Weapon Detection Product] Worked on developing a highly accurate weapon detection model. The system will detect weapons in a frame from live feed and will notify the authorized personnel.
      • [Voice Assistant for Vehicle] Worked as a developer to build a voice command interaction module. The model takes user input and assists the rider according to their need.

      Other Responsibilities:
      • Assisting other team members in taking right and efficient decisions.
      • Consulting with seniors and come up with a better approach to solve problems.
      • Sharing knowledge with others to help them understand the project.
      • Constantly updating myself with trending technologies.

  • Kaggle Expert (x3)
    • Notebooks Expert: ranked 646th out of 201,430
    • Discussion Expert: ranked 411th out of 280,345
    • Datasets Expert: ranked 177th out of 50,215

      • - Created a few notebooks and solved real world problems, also contributed in discussion and dataset section.

  • The Sparks Foundation (TSF)

    • IoT & Computer Vision Intern
      (December 2020 - February 2020)

      • - Worked on different Deep Learning algorithms

      - Developed a classification system using Convolutional Neural Network.

  • Machine Learning Research Group
    • Undergraduate Research Student
      (July 2019 - March 2021)

      • - Submitted three research papers and two of them were accepted in ICAICT 2020 & ICCIT 2020 under the supervision of Dr. Md. Rabiul Islam Sir, Professor, Department of Computer Science & Engineering, Rajshahi University of Engineering & Technology. My latest publication is, "A Lightweight Convolutional Neural Network for White Blood Cells Classification"

Achievements & Awards

  • Machine Learning Competitions
    • Ranked 252th out of 736 teams (Top 35%) in Google Landmark Recognition 2020 competition in Kaggle.(Leader Board)
    • Ranked 989th out of 2097 teams (Top 48%) in OSIC Pulmonary Fibrosis Progression competition in Kaggle. (Leader Board)
  • Board Scholarships
    • Higher Secondary Certificate (HSC) Examination 2015

      • - Awarded Jessore board Scholarship for excellency in Higher Secondary Certificate (HSC) examination in General Grade-Full Tuition Fee waiver in Bachelor with more than 250$ Stipend over the period of 2016 to 2020.

    • Secondary School Certificate (SSC) Examination 2013

      • - Awarded Jessore board Scholarship for excellency in Junior School Certificate (JSC) examination in General Grade with around 150$ Stipend over the period of 2014 to 2015.

    • Junior School Certificate (JSC) Examination 2011

      • - Awarded Jessore board Scholarship for excellency in Junior School Certificate (JSC) examination in General Grade with around 71$ Stipend over the period of 2012 to 2013.

  • Others
    • Inter House Indoor Games Competition 2014

      • - Became champion in Carrom in the category of singles from senior group.

    • Inter House English Wall Magazine Competition 2013

      • - Awarded as the Best Handwriter of our college.

    • Inter House Bengali Poetry Recitation Competition 2011

      • - Secured 2nd runner-up position from Junior group.

Contests & Participations

  • Technovation, 2018
  • 40 hours training on Advanced Mobile Game Development, 2017
  • 40 hours training on Mobile Game Graphics Design, 2017
  • Mobile Appication Development, 2017
  • Power and Energy Hackathon 2017