6th Inter-experiment Machine Learning Workshop

Session

Keynotes ML Research

Jan 29, 2024, 2:05 PM

503/1-001 - Council Chamber (CERN)

68. Thoughts about Machine Learning

Prof. Juergen Schmidhuber (KAUST and IDSIA)

1/29/24, 2:05 PM

I’ll discuss past, present, future, and far future of machine learning and artificial intelligence.

Mini-bio. The New York Times headlined: "When A.I. Matures, It May Call Jürgen Schmidhuber 'Dad'." Since age 15, his main goal has been to build a self-improving A.I. smarter than himself, then retire. His lab's deep learning artificial neural networks based on ideas published in the "Annus...

69. Modeling epistemics with machine learning

Dr Gael Varoquaux (INRIA)

1/29/24, 3:05 PM

How do we model and reason with machine learning? Machine learning models typically do not build upon mechanistic assumptions. I will discuss important concepts required to gauge machine-learning model outputs, in particular controling their uncertainty and wether they support causal reasonning. I will also discuss implicit modeling (inductive biases), contrasting tree-based models with neural...