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Thoughts on Data Science, Machine Learning, and AI

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Tag: machine 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

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

Music Recommendations and the Logistic Metric Embedding

In this post, we are going to see  how to build our own music recommender, using the Logistic Metric Embedding … More

machine learning, Music Recommender
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