Mahmoud A.

Mahmoud A. 马哈茂德 محمود

Postdoc Research Fellow at the Department of Architecture (NUS)

National University of Singapore

Biography

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I 🩷 Data

I’m driven by tech and data for creating better, sustainable cities. Currently, I’m a postdoc at NUS Urban Analytics Lab, delving into city digital twins and AI for the built environment. I’m co-founder at SpaceMatch, a startup using big data for adaptable work solutions.

Interests
  • Data science in the Built Environment,
  • GeoAI.
  • Product Managment.
Education
  • PhD in the Built Environment, 2022

    National University of Singapore (NUS) - Singapore

  • M.Sc. in Architectural Engineering, 2017

    Mansoura University - Egypt

  • BSc in Archietectural Engineering, 2009

    Mansoura University - Egypt

Skills

My skills, and approaches.
Data Science

Knowledge dsicovery, Data mining, Visual analytics, BI, Statistics

ai AI

NNs, GNNs, CV, Transformers, GANs

Python

numpy, matplotlib, scipy, pygame, tensorflow, pytorch, pandas, shapely, geopandas

Agile Project Managemnt

Scrum, Kanban, Jira, Product managemnet

Development

MERN stack (MongoDB, Express.js, React.js, Node.js), React native, MySQL, Postgres, Firestore, Firebase, Google Cloud Platform, Containers, Dockers,JavaScript, HTML, CSS, MUI, Tailwind, FastAPI,

Social Sciences

Behavioural Psychology, Game Theory

Approaches
Data-Driven Problem Solving

Looking into the data to find solution to established problmes in my field.

problem Problem-Driven Research

Seeking the easiest and most efficient solutions to given problems.

Technology-Driven Problem Solving

Utilizing the latest technology to solve established issues in my field.

hand Craft Then Scale

Building proof of concepts by hand before scaling them up.

tech Technical Leadership

Exercising leadership in the technical realm.

Experience

 
 
 
 
 
SpaceMatch
CEO
January 2021 – Present Singapore

Responsibilities include:

  • Strategic planning
  • Product Development
  • Data Analysis
 
 
 
 
 
National University of Singapore
Postdoc Research Fellow
National University of Singapore
November 2023 – Present Singapore

Responsibilities include:

  • GeoAI research
  • Street View Imaging AI
  • Graph Neural Netwroks
 
 
 
 
 
Saltmine Pte. Ltd.
Product Manager
Saltmine Pte. Ltd.
January 2022 – August 2022 Singapore

Responsibilities include:

  • Leading the development of Workplace Strategy module.
  • Redefining the Future of Work from a user experience point of view.
  • Leading the development and implementation of Recommendation Engine for Corporate Real Estate Managers.
 
 
 
 
 
Saltmine Pte. Ltd.
Research Scientist
Saltmine Pte. Ltd.
March 2021 – January 2022 Singapore

Responsibilities include:

  • Future of work data identification and acquision,
  • Data mining and processing,
  • Building Machine learning models,
  • Implementing and deploying AI-driven Workspace recommendation engine.

Projects

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City Digital Twins
I’m working on a state-of-the-art research on City Dgital Twins with the Urban Analytics Lab (UAL)
City Digital Twins
SpaceMatch
SpaceMatch is a B2B2C Workspace sharing platform
SpaceMatch

Recent Publications

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(2021). The Internet-of-Buildings (IoB) — Digital twin convergence of wearable and IoT data with GIS/BIM. Journal of Physics: Conference Series.

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(2021). Data science for building energy efficiency: A comprehensive text-mining driven review of scientific literature. Energy and Buildings.

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(2021). Longitudinal Personal Thermal Comfort Preference Data in the Wild. Proceedings of the 19th ACM Conference on Embedded Networked Sensor Systems.

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Contact

Contact me for collaboration, I prefer Email or LinkedIn messages.