I feel like you keep misrepresenting what I'm saying. Nowhere did I say that our brains work completely and exactly the same as AI. However, we do learn in much the same way. By amortizing small amounts of information and drawing connections between them
cole
joined 1 year ago
Well, what you described is simply not a perfect recollection. It is many small tidbits of information that combined together can make a larger output.
That's exactly how our brains work too
No, they take exponentially increasing resources as a consequence of having imperfect recall. Smaller models have "worse" recall. They've been trained with smaller datasets (or pruned more).
As you increase the size of the model (number of "neurons" that can be weighted) you increase the ability of that model to retain and use information. But that information isn't retained in the same form as it was input. A model trained on the English language (an LLM, like ChatGPT) does not know every possible word, nor does it actually know ANY words.
All ChatGPT knows is what characters are statistically likely to go after another in a long sequence. With enough neurons and layers combined with large amounts of processing power and time for training, this results in a weighted model which is many orders of magnitude smaller than the dataset it was trained on.
Since the model weighting itself is smaller than the input dataset, it is literally impossible for the model to have perfect recall of the input dataset. So by definition, these models have imperfect recall.
This is incorrect actually. The models these AIs run from by definition have imperfect recall otherwise they would be ENORMOUS. No, that's actually exactly the opposite of how these work.
They train a statistically weighted model to predict outputs based on inputs. It has no actual image data stored internally, it can't.
Yeah, I made a point of buying a Venstar thermostat because it has a local REST API that I could hook up directly to Home Assistant and control locally. My IoT VLAN doesn't even have Internet access, it's blocked.
second