The Complexity of Learning Neural Networks
Data Skeptic20 Okt 2017

The Complexity of Learning Neural Networks

Over the past several years, we have seen many success stories in machine learning brought about by deep learning techniques. While the practical success of deep learning has been phenomenal, the formal guarantees have been lacking. Our current theoretical understanding of the many techniques that are central to the current ongoing big-data revolution is far from being sufficient for rigorous analysis, at best. In this episode of Data Skeptic, our host Kyle Polich welcomes guest John Wilmes, a mathematics post-doctoral researcher at Georgia Tech, to discuss the efficiency of neural network learning through complexity theory.

Det här avsnittet är hämtat från ett öppet RSS-flöde och publiceras inte av Podme. Det kan innehålla reklam.

Avsnitt(601)

GraphText

GraphText

On the show today, we are joined by Jianan Zhao, a Computer Science student at Mila and the University of Montreal. His research focus is on graph databases and natural language processing. He joins u...

31 Okt 202330min

arXiv Publication Patterns

arXiv Publication Patterns

Today, we are joined by Rajiv Movva, a PhD student in Computer Science at Cornell Tech University. His research interest lies in the intersection of responsible AI and computational social science. He...

23 Okt 202328min

Do LLMs Make Ethical Choices

Do LLMs Make Ethical Choices

We are excited to be joined by Josh Albrecht, the CTO of Imbue. Imbue is a research company whose mission is to create AI agents that are more robust, safer, and easier to use. He joins us to share fi...

16 Okt 202329min

Emergent Deception in LLMs

Emergent Deception in LLMs

On today's show, we are joined by Thilo Hagendorff, a Research Group Leader of Ethics of Generative AI at the University of Stuttgart. He joins us to discuss his research, Deception Abilities Emerged ...

9 Okt 202327min

Agents with Theory of Mind Play Hanabi

Agents with Theory of Mind Play Hanabi

Nieves Montes, a Ph.D. student at the Artificial Intelligence Research Institute in Barcelona, Spain, joins us. Her PhD research revolves around value-based reasoning in relation to norms. She shares ...

2 Okt 202338min

LLMs for Evil

LLMs for Evil

We are joined by Maximilian Mozes, a PhD student at the University College, London. His PhD research focuses on Natural Language Processing (NLP), particularly the intersection of adversarial machine ...

25 Sep 202326min

The Defeat of the Winograd Schema Challenge

The Defeat of the Winograd Schema Challenge

Our guest today is Vid Kocijan, a Machine Learning Engineer at Kumo AI. Vid has a Ph.D. in Computer Science at the University of Oxford. His research focused on common sense reasoning, pre-training in...

11 Sep 202331min

LLMs in Social Science

LLMs in Social Science

Today, We are joined by Petter Törnberg, an Assistant Professor in Computational Social Science at the University of Amsterdam and a Senior Researcher at the University of Neuchatel. His research is c...

4 Sep 202334min

Populärt inom Vetenskap

allt-du-velat-veta
p3-dystopia
dumma-manniskor
rss-ufobortom-rimligt-tvivel
ufo-sverige
kapitalet-en-podd-om-ekonomi
svd-nyhetsartiklar
hacka-livet
sexet
paranormalt-med-caroline-giertz
rss-vetenskapsradion
det-morka-psyket
rss-vetenskapsradion-2
ufo-sverige-2
rss-spraket
medicinvetarna
dumforklarat
halsorevolutionen
rss-dennis-world
rss-klotet