#guess.js

[insidehtml5]

About two months ago I published my initial research[1] on data-driven bundling. A few weeks after that, I had the opportunity to present my work on RenderConf in Oxford, UK in my talk “Teach Your Bundler Users’ Habits”[2]. The original goal of the article was to show how data can help in improving the user-perceived page load performance by using predictive analytics[3]. The artifacts from the article were executable node modules which can be used for predictive pre-fetching & data-driven clustering of JavaScript chunks.

[clye]

Machine Learning-Driven Bundling. The Future of JavaScript Tooling.

In this article, I’ll introduce the early implementation of a few tools which based on techniques from the machine learning allow us to perform data-driven chunk clustering and pre-fetching for single-page applications. The purpose is to provide a zero-configuration mechanism which based on data from Google Analytics for the users’ behavior performs the most optimal build. We’re also going to introduce a webpack plugin which works with Angular CLI and Create React App.