Tyler Burch's Projects
Advent of code projects
BAyesian Model-Building Interface (Bambi) in Python.
Catch-all repo for one-off studies on baseball data
Knapsack Optimization code for Fantasy Hockey
Tracking of various configuration files
Replicating Borussia Dortmund's Footbonaut using an Arduino for local training facility
Miscellaneous tools for day-to-day use
Hands-On Computer Vision with Julia, published by Packt
Working through Hands On Computer Vision with Julia
Building a model to help guide my housing search
Repo that hosts the companion book of Julia for Deep Learning
Progress tracking plots for LaTeX documents
Development of a classification model for hit outcome
Using Bayesian inference to understand home-field advantage
Using a hierarchical Bayesian model in pymc to model team scoring and use to predict future outcomes
Prediction for pitch sequencing
Solutions to various puzzles - Mostly 538 Riddler questions
Pull current and historical baseball statistics using Python (Statcast, Baseball Reference, FanGraphs)
Probabilistic Programming in Python: Bayesian Modeling and Probabilistic Machine Learning with Aesara
Examples of PyMC models, including a library of Jupyter notebooks.
Code for reddit r/baseball trade deadline game analytics
Regression and other stories R examples
Turing.jl port of the book "Regression and Other Stories" by Andrew Gelman, Jennifer Hill, and Aki Vehtari
Notes + Problem set solutions on Statistical Rethinking textbook (McElreath). Also my first real foray into R.
profile readme
Personal Website
Hand working through tutorials using julia/turing
Quick study into my engagements on twitter
Just a list to keep bash commands I find useful