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pnxenopoulos/README.md

Hey there 👋

I'm Peter Xenopoulos. I'm a computer science PhD candidate at New York University.My research focuses on developing machine learning and visual analytics tools for sports, with a particular focus on esports. I've worked with a professional baseball team (the Phillies), a top seed-stage venture capital fund (Tuesday VC (formerly Crunchfund)), a sports betting startup (Big League Advance.), and Facebook.

Projects

CSGO demofile parsing in Python

One of my big research interests is analyzing esports, and in particular Counter-Strike, data. I developed the csgo library to parse CSGO demofiles. The project is active.

Win probability prediction

Using thousands of CSGO games, I build models to predict which team will win a given round at any point of the round. This is an active area of research for me, and you can read more about it in the following publications:

Links

Pinned

  1. csgo Public

    A Counter-Strike: Global Offensive (CSGO) parser in Python

    Python 63 8

  2. ggViz Public

    A visualization application for Counter-Strike: Global Offensive data

    TypeScript 1

  3. cav-keras Public

    Concept activation vectors for Keras

    Python 10 4

  4. cs-communities Public

    Visual analytics system of computer science research communities

    JavaScript 1

  5. negative_binomial Public

    Code for fitting a negative binomial distribution in Python

    Python 3 3

  6. soccer_analytics Public

    Repository dedicated to notebooks concerning soccer analytics

    Jupyter Notebook 3

1,015 contributions in the last year

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Contribution activity

September 2021

Created 35 commits in 2 repositories
Opened 1 pull request in 1 repository
pnxenopoulos/csgo 1 merged

Created an issue in pnxenopoulos/csgo that received 1 comment

Rework Inventory to include ammo

Rework inventory in a frame to account for weapon name, ammo in magazine, ammo in reserve, like in the demo minifier.

1 comment
Opened 1 other issue in 1 repository
pnxenopoulos/csgo 1 closed
82 contributions in private repositories Sep 1 – Sep 21

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