Skip to content
calculated | content

calculated | content

  • About
  • Contact
  • Home

Thoughts on Data Science, Machine Learning, and AI

  • About
  • Contact
  • Home

Towards a new Theory of Learning: Statistical Mechanics of Deep Neural Networks

Introduction For the past few years, we have talked a lot about how we can understand the properties of Deep…

This Week in Machine Learning and AI: Implicit Self-Regularization

Big thanks to and the team at This Week in Machine Learning and AI for my recent interview: Implicit Self-Regularization…

SF Bay ACM Talk: Heavy Tailed Self Regularization in Deep Neural Networks

My Collaborator did a great job giving a talk on our research at the local San Francisco Bay ACM Meetup…

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…

AI, Deep Learning, machine learning, UC Berkeley

Don’t Peek part 2: Predictions without Test Data

This is a followup to a previous post: DON’T PEEK: DEEP LEARNING WITHOUT LOOKING … AT TEST DATA The idea…suppose…

Machine Learning and AI for the Lean Start Up

Machine Learning and AI for the Lean Start Up My recent talk at the French Tech Hub Startup Accelerator

Don’t Peek: Deep Learning without looking … at test data

What is the purpose of a theory ?  To explain why something works.  Sure.  But what good is a theory…

Rank Collapse in Deep Learning

We can learn a lot about Why Deep Learning Works by studying the properties of the layer weight matrices of…

Power Laws in Deep Learning 2: Universality

Power Law Distributions in Deep Learning In a previous post, we saw that the Fully Connected (FC) layers of the…

Power Laws in Deep Learning

Why Does Deep Learning Work ?    If we could get a better handle on this, we could solve some very…

Posts navigation

Older posts
Newer posts
Blog at WordPress.com.
calculated | content
Blog at WordPress.com.
  • Follow Following
    • calculated | content
    • Join 737 other followers
    • Already have a WordPress.com account? Log in now.
    • calculated | content
    • Customize
    • Follow Following
    • Sign up
    • Log in
    • Report this content
    • View site in Reader
    • Manage subscriptions
    • Collapse this bar
 

Loading Comments...