Introduction to Symbolic Regression with PySR and SymbolicRegression.jl - Workshop 2
Neurosymbolic Programming for Science via YouTube
Overview
Explore symbolic regression using PySR and SymbolicRegression.jl in this comprehensive 2-hour 25-minute workshop. Discover how to uncover human-interpretable symbolic models in the form of simple mathematical expressions through machine learning. Delve into the search algorithm's inner workings and learn to integrate PySR into machine learning and scientific workflows. Review real-world applications of the software in various scientific fields. Participate in an interactive coding tutorial, tackling symbolic regression problems with varying levels of customization. Examine PySR's role as a distillation tool for translating deep neural networks into interpretable scientific language. Gain hands-on experience through additional examples, enhancing your understanding of this powerful open-source library for practical symbolic regression.
Syllabus
Workshop 2: An Introduction to Symbolic Regression with PySR and SymbolicRegression.jl
Taught by
Neurosymbolic Programming for Science