-
csgo-impact-rating
A probabilistic player rating system for Counter Strike: Global Offensive, powered by machine learning
-
InfluxDB
Power Real-Time Data Analytics at Scale. Get real-time insights from all types of time series data with InfluxDB. Ingest, query, and analyze billions of data points in real-time with unbounded cardinality.
It's been a while since I made this project, however I wanted to show this to people who actually care about the game. I used some basic machine learning models to predict the outcome of a CSGO round based on this dataset. I deployed it using streamlit. I know this is not the most advanced work but it helps me establish a common ground between my work and the things I do for fun.
I did something similar a couple of years ago using gradient boosting to play around with an "impact" based player rating system, was a lot of fun to work on: https://github.com/phil-holland/csgo-impact-rating