Explore the future of generative AI in this thought-provoking lecture by Professor Michael Wooldridge, delivered at the Royal Institution in partnership with The Alan Turing Institute. Delve into the fundamentals of machine learning and neural networks before tracing the evolution of AI from Silicon Valley investments to the groundbreaking Transformer Architecture. Examine the creation and capabilities of GPT-3, its impact on AI reasoning, and the unexpected knowledge acquisition of large language models. Analyze the practical applications and limitations of ChatGPT, addressing concerns about errors, bias, toxicity, and copyright issues in AI-generated content. Investigate the concepts of interpolation versus extrapolation in AI learning, and contemplate the possibility of achieving General AI. Reflect on the nature of human general intelligence and ponder the potential for machine consciousness. Gain a comprehensive understanding of the current state and future prospects of generative AI, its societal implications, and the ethical considerations surrounding this rapidly advancing technology.
Overview
Syllabus
What is machine learning?
How do neural networks work?
How Silicon Valley money created Big AI
The birth of Transformer Architecture
How was GPT-3 trained and created?
A massive step change in AI
How GPT-3 passed the 90s AI reasoning test
How has AI learned things it wasn't taught?
Chat GPT and how NOT to use it
Why do LLMs get things wrong so often?
The problems of bias and toxicity
Copyright issues with LLMs
Interpolation vs Extrapolation
Is this the dawn of General AI?
The different varieties of General AI
What actually is human general intelligence?
Is machine consciousness possible?
Steeped in nearly two centuries of tradition, a Discourse is more than just a lecture. The Discourse lasts exactly an hour, and a bell is rung to mark the beginning and end. To keep the focus on the topic, presenters begin sharply at pm without introduction and we lock the speaker into a room ten minutes ahead of the start legend has it that a speaker once tried to escape!. Some of our guests and speakers dress smartly for our Discourse events to add to this sense of occasion. Read more about Discourses here: https://www.rigb.org/explore-science/explore/blog/history-friday-evening-discourse
Taught by
The Royal Institution
