Overview
Explore the evolution of data science with generative AI in this 15-minute conference talk from Conf42 LLMs 2025, presented by Omer Ali Omer and Syeda Narmeen. Discover the fundamental differences between traditional AI and generative AI approaches, and learn how AI workflows are transforming in the modern landscape. The speakers address key challenges and concerns facing data scientists today before diving into practical case studies demonstrating generative AI applications in real-world scenarios. The presentation concludes with insights into emerging trends in generative AI and actionable recommendations for professionals in the field. Follow along with clearly marked chapters covering introductions, technical comparisons, workflow shifts, implementation challenges, practical examples, future predictions, and concluding thoughts.
Syllabus
00:00 Introduction and Speaker Introductions
01:04 Overview of Generative AI
01:35 Traditional AI vs Generative AI
02:10 Shifting AI Workflows
04:44 Challenges and Concerns in Data Science
06:05 Generative AI in Action: Case Studies
13:12 Future Trends in Generative AI
14:53 Conclusion and Call to Action
Taught by
Conf42