Calc Consulting (@calccon) 's Twitter Profile
Calc Consulting

@calccon

Calculation Consulting is a boutique consultancy that specializes in machine learning, AI, and data science

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linkhttp://www.calculationconsulting.com calendar_today28-01-2013 20:37:04

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⚖️ 𝐀𝐜𝐜𝐨𝐫𝐝𝐢𝐧𝐠 𝐭𝐨 𝐭𝐡𝐢𝐬 𝐒𝐭𝐚𝐧𝐟𝐨𝐫𝐝 𝐜𝐥𝐚𝐬𝐬, 𝘸𝘦𝘪𝘨𝘩𝘵 𝘥𝘦𝘤𝘢𝘺 𝘥𝘰𝘦𝘴 𝘯𝘰𝘵 𝘩𝘦𝘭𝘱 𝘵𝘰 𝘱𝘳𝘦𝘷𝘦𝘯𝘵 𝘰𝘷𝘦𝘳𝘧𝘪𝘵𝘵𝘪𝘯𝘨. ✨ 𝐀𝐜𝐭𝐮𝐚𝐥𝐥𝐲, 𝐰𝐞𝐢𝐠𝐡𝐭 𝐝𝐞𝐜𝐚𝐲 𝐝𝐨𝐞𝐬 𝐬𝐮𝐩𝐩𝐫𝐞𝐬𝐬 𝐨𝐯𝐞𝐫𝐟𝐢𝐭𝐭𝐢𝐧𝐠. 𝘛𝘩𝘢𝘵 𝘥𝘰𝘦𝘴𝘯’𝘵

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When fine-tuning a model, you want to make sure that the layer quality metrics for the fine-tuned model are at least as good or better than the base model. Here, I am comparing the instruction fine-tuned Qwen2.5-14B-Instruct to its base model, Qwen2.5-14B Notice that the base

When fine-tuning a model, you want to make sure that the layer quality metrics for the fine-tuned model are at least as good or better than the base model.

Here, I am comparing the instruction fine-tuned Qwen2.5-14B-Instruct to its base model, Qwen2.5-14B

Notice that the base
Calc Consulting (@calccon) 's Twitter Profile Photo

One of the hallmarks of complexity theory in statistical mechanics is the amazing fact that seemingly very different mechanistic models can lead to the same long-range critical behavior. This can be confusing to the uninitiated when comparing models that look nothing alike at

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Some of Nassim Nicholas Taleb followers have decided to troll me--It would not be the internet without trolls. His minions block me so I will clarify here First, uh, yeah, I don't anything about heavy tails 🤣 jmlr.org/papers/v22/20-… nature.com/articles/s4146… arxiv.org/abs/2507.17912 On

Some of <a href="/nntaleb/">Nassim Nicholas Taleb</a> followers have decided to troll me--It would not be the internet without trolls.  His minions block me so I will clarify here

First, uh, yeah, I don't anything about heavy tails 🤣

jmlr.org/papers/v22/20-…
nature.com/articles/s4146…
arxiv.org/abs/2507.17912

On
佐々真一 (@sasa3341) 's Twitter Profile Photo

統計力学講義開始:ハミルトニアンで特徴づけられる「構成要素の時間発展の法則(力学)」とエントロピーで特徴づけられる「現象の整理から得られる普遍的体系(熱力学)」をつなぐのが統計力学と位置づけ、「要素の力学」「現象論」「その両者をつなぐ体系」というのが他にも色々あることを紹介。

Calc Consulting (@calccon) 's Twitter Profile Photo

For the Nassim Nicholas Taleb trolls following me, I rederived your guru's "masterful contribution" as an elementary application of 1-D RG theory github.com/charlesmartin1… yawn

For the <a href="/nntaleb/">Nassim Nicholas Taleb</a> trolls following me, I rederived your guru's "masterful contribution" as an elementary application of 1-D RG theory 

github.com/charlesmartin1…

yawn