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dillonloh/README.md

Hi, I’m @dillonloh, a Singaporean who is currently working at Hiverlab Pte Ltd. in Singapore.
I also do freelance backend development/data engineering work and am currently a part-time research intern under Professor Frank Guan at the Singapore Institute of Technology.

I have 3 years of work experience in data analytics, machine learning, and backend development.

My Research Experience

Nagoya University Galaxy Formation and Evolution Laboratory (Omega Lab)

Did research on the use of various types of unsupervised machine learning methods/neural networks in analysing the link between the morphological and physical properties of galaxies.

  • Poster presentation at the 9th East Asian Numerical Astrophysics Meeting held in Okinawa (September 26 - 30, 2022) Poster here
  • Short talk at the 4th Data Science in Astronomy Conference held at the Institute of Statistical Mathematics in Tokyo (October 3 - 5, 2022) Slides here

Repository for my work can be found here

My Work Experience

Hiverlab | Nov 2022 - Current

AI/Backend Engineer

OnClouds 株式会社 | Aug 2021 - Current

ML/Robotics Software Engineer

Nittera Ventures | Apr 2023 - July 2023

Software Engineer

DS/ML Practice Projects

A collection of my smaller projects that I have done to build on my DS/ML skills can be found here. These tend to be short one-off projects that were either based on Kaggle competitions or from self-sourced datasets.

My Personal Publications

I also enjoy sharing my thoughts and spend time either making long-form posts on LinkedIn sharing project progress or editing newsletters.

My LinkedIn profile is here. I was also the Editor-in-Chief of Nagoya University's NUdge newsletter

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  1. vrp-path-planning-with-obstacles vrp-path-planning-with-obstacles Public

    Generates filtered voronoi maps for path planning. Solves vehicle routing problems and finds optimal path even with obstacles present.

    Python 5 1

  2. energyplus-parser energyplus-parser Public

    Forked from daren-thomas/parseidf

    Python module for parsing EnergyPlus IDF files and extracting 2d maps of zones/spaces from them. Based on work by Daren Thomas.

    Python 5

  3. galaxy-dim galaxy-dim Public

    Dimensionality reduction of SDSS i band images. Includes preprocessing pipeline of SkyView downloaded images. PCA, Manifold Learning (umap), and autoencoders (AE, CNNAE, VAE), were used to find lat…

    Jupyter Notebook 3

  4. isaac-sim-people-cycle-sim isaac-sim-people-cycle-sim Public

    Modified extension of NVIDIA IsaacSim's beta extension "anim.people" that demonstrates the cyclical re-use of "people" prims for simulating environments with large amounts of human traffic

    Python 3

  5. stream_pitch_detector stream_pitch_detector Public

    Pitch detector, shifter, and Karaoke-like visualiser. Works on streaming audio from system output on both Linux and Windows

    Python

  6. gymai gymai Public

    Single-camera CV-Based Form Checker for Powerlifting Depth Judging. Utilises the MoveNet Pose Detection model

    PureBasic 2