A Hybrid Intelligence Approach to Developing Generative AI Applications • Jacob Sherson • GOTO 2023

This presentation was recorded at GOTO Copenhagen 2023. #GOTOcon #GOTOcph
https://gotocph.com

Jacob Sherson - Founding Director of Center for Hybrid Intelligence & ScienceAtHome.org @jacobsherson7012

RESOURCES
https://twitter.com/jacobsherson
https://www.linkedin.com/in/jacob-sherson-48828b4

ABSTRACT
In the burgeoning field of generative AI, the future of human creativity and control is a pressing concern. Combined advances in algorithmics and Human-Computer interaction, the field of human-centered AI offers a technical solution to this dilemma, boasting a growing inventory of software and interface design principles aimed at achieving both high levels of automation AND human control. These technical solutions include sophisticated task distribution, human oversight, and continuous learning loops facilitated by approaches such as interactive machine learning. However, this talk argues for a broader, more holistic approach: Hybrid Intelligence.

This framework not only incorporates the algorithmic advances of human-centered AI but also extends them into a comprehensive development and deployment strategy. Hybrid Intelligence aims to clarify the complementary skillsets between humans and AI, develop synergetic interfaces for mutual learning, and investigate organizational barriers and opportunities for creating AI applications with new value streams. This multi-dimensional focus ensures that end-users are not just passive recipients but active participants in the development process, leading to upskilling rather than deskilling during deployment. Concrete case studies, including collaborations with multinational software companies like Autodesk and solutions for SMEs, will be presented to demonstrate the real-world applicability and benefits of this Hybrid Intelligence approach. [...]

TIMECODES
00:00 Intro
03:27 Auto-GPT: Agents spawning agents
04:25 GPT power war-gaming
06:48 Text-2-X trends
10:38 GenAI, where are we & what's the future?
15:05 Custom chatbots
18:42 Text-2-image
21:54 Voice editing/cloning
27:42 Full scale applications
31:05 AI vs hybrid intelligence
34:51 3 challenges of AI(HI)
43:15 Human centered AI
43:42 Takeaway
49:35 Outro

Download slides and read the full abstract here:
https://gotocph.com/2023/sessions/2895

RECOMMENDED BOOKS
David Foster • Generative Deep Learning • https://amzn.to/48ZgP4x
Sol Rashidi • Your AI Survival Guide • https://amzn.to/3UFYnKC
Phil Winder • Reinforcement Learning • https://amzn.to/3t1S1VZ
Mustafa Suleyman • The Coming Wave • https://amzn.to/4cmj0Ch
Stuart Russell • Human Compatible • https://amzn.to/43tzHYA
Pedro Domingos • The Master Algorithm • https://amzn.to/43uuT5c
Kai-Fu Lee & Chen Qiufan • AI 2041 • https://amzn.to/3THkRu7

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Video Credits
Daragh Walsh: https://youtu.be/X6UrWEvZ8Aw
Twilio: https://youtu.be/uGUrQf5yMME
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