PPA 10/10: Code Analysis With Machine Learning [program analysis crash course]
A lecture for BSc students in Innopolis University.
Blog: https://www.yegor256.com
Books: https://www.yegor256.com/books.html
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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
Видео PPA 10/10: Code Analysis With Machine Learning [program analysis crash course] канала Yegor Bugayenko
Blog: https://www.yegor256.com
Books: https://www.yegor256.com/books.html
GitHub: https://github.com/yegor256 (don’t hesitate to follow in order to stay informed)
Telegram channel with recent news and updates: https://t.me/yegor256news (subscribe to not miss a thing)
Twitter with daily and weekly updates: https://twitter.com/yegor256 (follow me!)
iTunes: https://podcasts.apple.com/us/podcast/yegor256-podcast/id1150826721
SoundCloud: https://soundcloud.com/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
Видео PPA 10/10: Code Analysis With Machine Learning [program analysis crash course] канала Yegor Bugayenko
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