PPA 10/10: Code Analysis With Machine Learning [program analysis crash course]

A lecture for BSc students in Innopolis University. Blog: Books: GitHub: (don’t hesitate to follow in order to stay informed) Telegram channel with recent news and updates: (subscribe to not miss a thing) Twitter with daily and weekly updates: (follow me!) iTunes: SoundCloud: Yandex Music podcast by yegor256: 0:00 Introduction 5:29 How Machine Learning Works 8:18 What is Machine Learning 12:48 Embedding 19:32 Data Science 28:50 AI Coding Companions 31:44 Auto Code Completion. Copilot 39:40 Pull Request Explanation 48:10 Expalain This to Me! 51:54 All in One Package 53:40 Repeat After Me! 56:24 Test Case Generation 58:37 Automated Refactoring 1:05:41 Large Language Models (LLM) 1:11:07 What’s Next. Neural Software Analysis 1:12:43 Electroencephalography (EEG) 1:14:35 Summarize