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@#20 ... Remember that there are over 80 billion neurons in a human brain. ...

AI Model Parameters Explained: 2B vs 7B vs 40B and Beyond
travis.media

... If you've been browsing Hugging Face or other model hubs, you've probably seen AI models described as 4B, 7B, 27B, or even 70B. And some names look stranger still, like Qwen3-235B-A22B or gpt-oss-120b.

But what do these numbers mean? And more importantly, what should developers and homelabbers know before downloading and running them?

This post breaks it down in plain language.

What Are Parameters in AI Models?

Parameters are the "knobs" inside a neural network that the model learns during training. Each parameter holds a value that helps the model recognize patterns, generate text, or make predictions.

Think of parameters like memory slots. The more slots, the more information the model can store.

More parameters generally = smarter model, but also more expensive to train and run.

So when you see a model with 7B (7 billion) parameters, it literally has seven billion of these learned values.

Why Parameter Count Matters ...


www.msn.com

Maybe he will do us all a favor and die

https:Start here: StatQuest with Josh Starmer

"Essential Main Ideas of Neural Networks"
"Attention for Neural Networks, Clearly Explained!!!"
"Transformer Neural Networks, ChatGPT's foundation, Clearly Explained!!!"

related reading noted by Prof Wright from a new book by the author who coined, "Culture Wars" decades ago:

"From "the nation's leading cultural historian" (David Brooks, New York Times), the long-developing cultural divisions beneath our present political crisis

Liberal democracy in America has always contained contradictions " most notably, a noble but abstract commitment to freedom, justice, and equality that, tragically, has seldom been realized in practice.

While these contradictions have caused dissent and even violence, there was always an underlying and evolving solidarity drawn from the cultural resources of America's "hybrid Enlightenment."

James Davison Hunter, who introduced the concept of "culture wars" thirty years ago, tells us in this new book that those historic sources of national solidarity have now largely dissolved.

While a deepening political polarization is the most obvious sign of this, the true problem is not polarization per se but the absence of cultural resources to work through what divides us.

The destructive logic that has filled the void only makes bridging our differences more challenging. In the end, all political regimes require some level of unity. If it cannot be generated organically, it will be imposed by force.

Can America's political crisis be fixed? Can an Enlightenment-era institution"liberal democracy"survive and thrive in a post-Enlightenment world?

If, for some, salvaging the older sources of national solidarity is neither possible sociologically, nor desirable politically or ethically, what cultural resources will support liberal democracy in the future?"

yalebooks.yale.edu
scroll down for that text


Related ...

Trump posts poll to rename 'AI,' says current name is 'inaccurate, and very ineloquent'
thehill.com

... In a Saturday Truth Social post, the president floated alternative names for AI " pitching "Superior Intelligence," "Extreme Intelligence" and "Supreme Intelligence." He then asked his followers to vote on "which is the best name for this ever growing Revolution.'"

"Many people think that the words Artificial Intelligence' are inaccurate, and very ineloquent, relative to AI, or Artificial Intelligence," he wrote.

These new names, Trump said, are a "far more elegant and accurate description of this new phenomena." ...



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