Predictive Prefetching - Optimizing Web Performance with Machine Learning

Explore cutting-edge web performance optimization techniques in this 44-minute conference talk from performance.now() 2019. Dive into proactive strategies like prefetch and preconnect, and discover how machine learning can revolutionize predictive prefetching. Learn about innovative tools such as GuessJS and how they leverage analytics data to train models for more accurate resource loading. Examine the potential of Markov chains in improving user experience through smarter predictions. Gain insights into TCP prefetching, DNS prefetch, and practical implementation methods. Investigate predictive build automation, integration with Google Analytics, and serverless approaches. Join speaker Divya Sasidharan as she presents advanced concepts in web performance optimization, complete with real-world examples and potential applications.

Intro
About Divya
TCP TLS
TCP Prefetching
DNS Prefetch
How to Prefetch
Predictive Prefetching
Transition Matrix
Navigation Summary
Predictive Build Automation
GuestJS
Weather
Google Analytics
Serverless
Threshold
Questions