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Tag: Deep Learning

Why WeightWatcher Works

I am frequently asked, why does weightwatcher work ? The weightwatcher tool uses power law fits to model the eigenvalue … More

Deep Learning, machine learning

WeightWatcher: Empirical Quality Metrics for Deep Neural Networks

We introduce the weightwatcher (ww) , a python tool for a python tool for computing quality metrics of trained, and … More

AI, DATA SCIENCE, Deep Learning, KERAS, machine learning, NLP, PYTORCH, TENSORFLOW

Heavy Tailed Self Regularization in Deep Neural Nets: 1 year of research

My talk at ICSI-the International Computer Science Institute at UC Berkeley. ICSI is a leading independent, nonprofit center for research … More

AI, Deep Learning, machine learning, UC Berkeley

Why Deep Learning Works II: the Renormalization Group

Deep Learning is amazing.  But why is Deep Learning so successful?  Is Deep Learning just old-school Neural Networks on modern … More

Deep Learning

Why does Deep Learning work?

Why does Deep Learning work? This is the big question on everyone’s mind these days.  C’mon we all know the … More

Deep Learning

Foundations: The Partition Function.

We are going to examine the Partition function that arises in Deep Learning methods like Restricted  Boltzmann Machines. We take … More

Deep Learning, machine learning
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