Forecasting the Future: An Introduction to Machine Learning for Weather Prediction in Native Ruby

July 14, 2023 21 min Free

Description

In this talk, Landon Gray explores the possibilities of machine learning in native Ruby. He demonstrates how to build a model to predict weather by collecting data, preparing it, training a machine learning model using libraries like Daru, Numo, and Rumale, and making predictions. The presentation covers the use of Jupyter Notebooks with iRuby and touches upon the 80/20 rule for data science, highlighting the time commitment for data cleaning. The talk also discusses linear regression as a model choice and how such models can potentially be integrated into Ruby on Rails applications.