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Reminded me of this recent observation of fractals in nn training https://sohl-dickstein.github.io/2024/02/12/fractal.html


Awesome!

It would be interesting to see how Cloudflare is going to charge with their Regular / Fast Twitch Neurons in future.


Very interesting that it's free right now. Not sure how long it will last!




Checkout this tweet https://twitter.com/ylecun/status/1706545305762582580 by Yan LeCun.

"Parameters are coefficients inside the model that are adjusted by the training procedure. The dataset is what you train the model on. Language models are trained with tokens that are subword units (e.g. prefix, root, suffix)."

His comment on GPT-4 parameters count

"Also: a model with more parameters is not necessarily better. It's generally more expensive to run and requires more RAM than a single GPU card can have. GPT-4 is rumored to be a "mixture of experts", i.e. a neural net consisting of multiple specialized modules, only one of which is run on any particular prompt. So the effective number of parameters used at any one time is smaller than the total number."


I thought it was one expert runs per token?


Interesting!

Here are some features that I will find useful.

1 - Option to customize the model parameters.

2 - Selective model comparison, once you extend the supported models it can be inefficient to run all the models all the time, selective execution can give more control to users to execute only required comparison models.

3 - Share option.


Noted, actionable feedback. Thank you.


Nice! I see there is an option of communities to organize the posts, should there be a way for user to create or submit the name of community that is not present?

Also, I have a crawler which fetches blogs from OpenAI and DeepMind if there is a community for blogs I can plugin the code to post those articles there as well.


There will be an option for everyone to create communities in a few weeks :)

Which ones do you want? Will add them by hand!

That blog plug-ins sound awesome. Can help you set it up with the news.aiapipro.com api, if you want. Shoot me a message via ainews@simon-frey.com pls.


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