Talk: Building Machines that Imagine and Reason 2

Talk: Building Machines that Imagine and Reason
I am excited to be one the speakers at this year's Deep Learning Summer School in Montreal on the 6th August 2016. Slides can be found here: slides link. And the abstract is below. Building Machines that Imagine and Reason: Principles and Applications of Deep Generative Models Deep generative models provide a solution to the problem of unsupervised ...

Talk: Memory-based Bayesian Reasoning and Deep Learning

Talk: Memory-based Bayesian Reasoning and Deep Learning
A talk that explores the convergence of deep learning and Bayesian inference.  We'll take a statistical tour of deep learning, think about approximate Bayesian inference, and explore the idea of doing inference-with-memory and the different ways that this manifests itself in contemporary machine learning. Slides See the slides using this link. Abstract Deep learning and Bayesian ...

Bayesian Reasoning and Deep Learning 4

Bayesian Reasoning and Deep Learning
I gave a talk entitled 'Bayesian Reasoning and Deep Learning' recently. Here is the abstract and the slides for interest. Slides Bayesian Reasoning and Deep Learning Abstract Deep learning and Bayesian machine learning are currently two of the most active areas of machine learning research. Deep learning provides a powerful class of models and an ...