Experience

1. Bid Optimization Analyst Aug 2024 – Feb 2025
   Louis W Bray Construction Limited
   • Automated the structuring of more than 4,000 unstructured tender sheets, removing a recurring manual review cycle.
   • Developed a bid prediction tool combining custom parsing with regression models.
   • Produced market and competitor analyses that informed pricing and win strategy.
2. Data Scientist Intern Oct 2023 – May 2024
   Louis W Bray Construction Limited, MITACS Business Strategy Internship
   • Worked with the estimating and finance teams on an end-to-end data science programme.
   • Automated ingestion and analysis of bid documents, reducing manual review time while surfacing margin and cost insights.
   • Built monitoring dashboards with predictive signals so that leadership could track project risk, win probability, and cash exposure in near real time.
3. Machine Learning Engineer Feb 2021 – Jul 2022
   ACI Limited, Bangladesh
   • Built a social media analytics system measuring sentiment around product launches, associated with a 15 percent increase in brand engagement.
   • Developed an RFM-based customer segmentation model that raised conversion rates by 18 percent.
   • Engineered a recommendation system using purchase patterns, growing cross-segment sales by 12 percent.
   • Designed predictive models to identify emerging clinicians from FourP data, supporting a 10 percent increase in new client acquisition.
   • Created credit risk dashboards that contributed to a 7 percent reduction in default rates.
   • Delivered business intelligence analyses across several operating units.
4. Research Student May 2020 – Sep 2020
   MyMedicalHUB
   • Built models analysing risk factors for musculoskeletal pain and identifying symptom patterns.
   • Developed facial expression, age, and sex recognition from webcam input.
   • Contributed to the design of an automated symptom checker.

1. Integrated Project Delivery Centre Intern Current Jan 2026 – Present
   Arthur B. McDonald Canadian Astroparticle Physics Research Institute

   Queen's Doctoral Internship in University Administration.

2. Ph.D. Graduate Committee Officer Oct 2024 – Present
   Queen's Graduate Computing Society
3. Project Assistant Sep 2023 – Feb 2025
   Career Services, Queen's University
4. Officer, Promotions Sep 2023 – Aug 2024
   Queen's Bangladeshi Students' Association

Teaching appointments are listed on the teaching page.

• Auto Scholar

  Queries a Google Scholar profile and produces a static publications page, separating journal and conference entries, emphasising the author's own name, and attaching a copyable BibTeX record to each item. It generates the research page on this site.

  Open source 2025
• PR Stats

  A Python library that reports statistics for pull requests, with plotting utilities suitable for dashboards and notebooks.

  Open source published on PyPI
• data-inspector

  Automates fifteen common exploratory analysis and cleaning routines in order to shorten the interval between receiving a dataset and understanding it.

  Open source published on PyPI
• Privacy-Preserving Machine Learning with Homomorphic Encryption

  An examination of homomorphic encryption schemes for protecting sensitive machine learning workflows, validated on confidential datasets using linear regression.

  Python Jupyter
• Latency of Time to First Response in GitHub Pull Requests

  An analysis of response latency in pull request workflows. The study developed here became the basis of the MSR 2023 paper.

  Course project CISC 834
• Implementations of Neural Network Algorithms

  Laboratory implementations covering nearest neighbour classification, perceptron variants, Kohonen self-organising maps, and Hopfield networks.

  Python Jupyter

Research tools and replication packages are listed on the tools page.