Calc Consulting @CalcCon
Calculation Consulting is a boutique consultancy that specializes in machine learning, AI, and data science calculationconsulting.com San Francisco Joined January 2013-
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Some results of our grokking work with weightwatcher include 1) exposing the difference between underfitting as memorization (pre-grokking) and overfitting as memorization (anti-grokking) 2) that overfitting is characterized by atypical weight matrices 3) that…
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Calc Consulting retweeted
Artificial Intelligence meets Cybersecurity: Talking with Caleb Mattingly, Founder, Secure Cloud Innovations. thesanfranciscoexperiencepodcast.com/artificial-int… @NISTcyber @CNMF_CyberAlert @gcfriyadh @CybersecuritySF @CalcCon
Lost another today
A good introduction to stuff we have been doing for the past 10 years with HTSR, SETOL, and weightwatcher
A good introduction to stuff we have been doing for the past 10 years with HTSR, SETOL, and weightwatcher
It’s about time this was said
It’s about time this was said
A little weekend help with weightwatcher. One of our Discord members was training a large model (for a contest) and getting suboptimal results. Something was up but we didn't know what. A quick peek into the training dynamics showed that the several of the layers were not…
Calc Consulting retweeted
fine tuning hasn’t taken off (yet) because (1) you need to have a good idea of what you want to improve, and (2) you need a way to label data at scale. most builders don’t know enough about (1), mostly because they have little proper monitoring. until recently, (2) meant time…
fine tuning hasn’t taken off (yet) because (1) you need to have a good idea of what you want to improve, and (2) you need a way to label data at scale. most builders don’t know enough about (1), mostly because they have little proper monitoring. until recently, (2) meant time…
Calc Consulting retweeted
The metaphysics of why LLMs work are still basically completely obscure but they heavily imply that intelligence (which is to say apprehension of reality and planning ability wrt that reality) is very deeply baked into the structure of language
On July 25, 2025, Li allegedly copied proprietary information—model weights, training data, prompts, and other internal AI development files—to personal storage systems just before his resignation If he did that, he is toast.
On July 25, 2025, Li allegedly copied proprietary information—model weights, training data, prompts, and other internal AI development files—to personal storage systems just before his resignation If he did that, he is toast.
I sometimes get private messages like this. I appreciate the love.
Correlation Traps correspond to memorizing the training data. Stay tuned for our upcoming, new and improved Grokking study where we show this.
Calc Consulting retweeted
Today’s Just Gaux workout… a little spice on today’s session! 🔥 Love these workouts and want to support? Share with others!
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