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SimonPop/README.md

Hey, I'm Simon 👋

ML Engineer - graphs, geospatial, and making models explain themselves.


I've spent the last ~7 years building ML systems. Mostly graph neural networks and geospatial models, often in contexts where "trust me, it works" isn't an acceptable answer.

🔭 What I'm digging into right now

Teaching models to teach us back - how ML can help us with learning.

Helping AI remember - all sorts of RAG flavors and more.

🛠️ What I build with

Graphs & geospatial · PyTorch Geometric · GeoPandas · NetworkX

Explainability · Captum · SHAP

MLOps · MLflow · Docker · Optuna

RAG · Elasticsearch · FAISS

Languages · TypeScript · Python

Python  PyTorch  Pandas  NetworkX  Elasticsearch  Docker  TypeScript 

Pinned Loading

  1. FindingMnemo FindingMnemo Public

    Language learning tool for finding mnemonic between chinese & english words.

    Jupyter Notebook

  2. LinkIt LinkIt Public

    Detective mini-game: Find the link between 3 randomly sampled Wikipedia page by asking questions.

    JavaScript

  3. AudiobookSeeker AudiobookSeeker Public

    Audiobook neural search engine

    Python 1

  4. onion_network onion_network Public

    A small library for generating and visualizing onion-structured networks!

    Python 1

  5. WowAuctionForecaster WowAuctionForecaster Public

    A GNN model for forecasting prices of product in the auction house of the game World of Warcraft

    Jupyter Notebook 2

  6. simonpop.github.io simonpop.github.io Public

    Blog

    JavaScript