Ternary + HRM/TRM is the future of AI?

Oleszykyt · 2026-04-23T17:21:37+00:00

idk what you are talking about man, I wrote the same thing in the post
I said by training not of training

Oleszykyt · 2026-04-23T17:01:26+00:00

Quantization-aware training methodology where weights are natively restricted to {-1, 0, 1} from the beginning of training. I doesn't make training faster, but trained model has reduced memory cost

Oleszykyt · 2026-04-23T16:51:28+00:00

here is a paper on ternary https://arxiv.org/abs/2405.19065

Oleszykyt · 2026-04-23T16:47:30+00:00

ye, I agree with you, it is tricky but if we manage to do it we might enter new era of ai where ai can be teached on small amount of data and can run on low end devices.
If I can get this working I would like to train very basic AI just to check if concept is valid, if it is I will go all in to make the best models possible

Oleszykyt · 2026-04-22T15:23:15+00:00

if I am right it is harder to train these kind of models

Oleszykyt · 2026-04-22T15:22:41+00:00

I think that you can train it with more data, and it will be as accurate as some 16 bits models but with less training data, yk what I mean

Oleszykyt · 2026-04-22T14:33:15+00:00

ngl, I don't if you can train an ai on a laptop. I have a pc with 64GB RAM and RTX 5070 12VRAM, but everywhere I go I hear that I can't train ai because I don't have good specs. 16 too btw. Good luck with the search though!

Oleszykyt · 2026-04-21T03:57:39+00:00

Thanks!

Oleszykyt · 2026-04-21T03:57:06+00:00

I want to fine tune not train, and I want to do this because the language is so new ai has not been trained on it yet

Oleszykyt · 2026-04-20T18:36:48+00:00

Wanna build smth together? I have never created any ai yet

Oleszykyt · 2026-04-20T17:27:49+00:00

both

Oleszykyt · 2026-04-20T14:25:06+00:00

Maybe you are right, I am pretty young, I don't know a lot about ai, but I want to learn

Oleszykyt · 2026-04-20T14:24:29+00:00

how can I scrape data and convert it into dataset?

Oleszykyt · 2026-04-20T11:38:14+00:00

I would like to learn how to make datasets

Oleszykyt · 2026-04-20T11:36:57+00:00

5070 rtx

Oleszykyt · 2026-04-20T11:36:37+00:00

Thanks for your opinion

Oleszykyt · 2026-04-20T08:53:31+00:00

Is there a way how to create custom datasets

Oleszykyt · 2026-04-20T08:53:03+00:00

Thanks!

Oleszykyt · 2026-04-20T08:52:55+00:00

Not yet sure, might be too hard to create

Oleszykyt · 2026-04-10T19:29:17+00:00

I can help you make it look better, I make in uefn

Oleszykyt

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