Explore the evolving role of programmers in the age of AI through this insightful ACM SIGSOFT webinar. Delve into the misconceptions surrounding AI's impact on programming jobs and discover the synergistic relationship between data miners and optimizers known as "DUO." Learn how this partnership enhances predictive modeling, improves efficiency, and creates new opportunities for human programmers skilled in AI methods. Gain valuable insights from Professor Tim Menzies, an IEEE Fellow and expert in software engineering and AI, as he discusses the importance of human involvement in understanding, applying, and maintaining AI methods within organizations. Examine the four flavors of DUO, the advantages of combining optimizers and data miners, and real-world applications in avionics requirements modeling. Understand why programmers with AI knowledge will remain essential in the rapidly evolving field of software engineering for decades to come.
Overview
Syllabus
Welcome to today's ACM SIGSOFT Webinar What Role for Programmers in the Age of AI?
Al: the new engineering challenge
Software 2.0: when software writes itself What does that mean, exactly?
A counter-view: Programmers programming
There are somethings humans just do better than Al
The shape of goal space? Surfing?
Complaint: "But that's not SE" Reply Times change
Definitions
Data Mining Optimization
Data mining, optimization, and software engineering
Systematic Literature Review
DUO: Optimizers controlling data miners (in our corpus)
Four flavors of DUO
Data Miner Helping Optimizer
Optimizer improving Data Mining
So many innovative and useful ways to combine optimizers and data miners
GALE = configuration = Data mining? optimizer?
GALE = Explore complex avionics requirements models
Why add optimizers to data miners?
Why add data miners to optimizers?
Advantages of DUO: More trust than standard methods
Taught by
Association for Computing Machinery (ACM)
