From TF's website: Quantization aware training emulates inference-time quantization, creating a model that downstream tools will use to produce actually quantized models. So is it designed to work with a very specific quantization method (for Gemma-4, presumably, Google's own)? Or would it make sense to use alternative quantization methods? According to the benchmarks unsloth released, its (alternative) quantizations of Gemma-4-QAT are closer to the QAT fine-tunes, but is it a good thing, or does it defeat the purpose of QAT? submitted by /u/we_are_mammals [link] [Kommentare]

Hi all, I have been working on this method based on a hunch along with many llm for quite some time. Though first it was being engineered by me but I was learning in supervised ml area but this hunch took to semi-supervised ml and that to too deep. I then became llm orchestrator of sort while 4 llm's tried to figure it out. I put up a live demo on Hugging Face Spaces where you can try it yourself — set the number of labels, click run, see the accuracy. No installation, no code required. Brief about method Optimus — Graph SSL under Extreme Label Scarcity Key Results (PathMNIST, N=2000, 9 classes) Labels Total Optimus GCN 9(1 per class) 73.9 60.6 27(3 per class) 77.3 68.5 45(5 per class) 79.8 77.1 https://huggingface.co/spaces/Keshu007/optimus-graph-ssl Edit : You can can even run the code on your own dataset submitted by /u/Loner_Indian [link] [Kommentare]

I built Small & Cute Robot arms from Scratch for my ROS 2 mobile robot. I'll probably make new smaller & cuter version of my robot with these small arms. submitted by /u/martincerven [link] [Kommentare]

Take whatever I’m about to say with a grain of salt. I think Bitcoin has already put in its high, and I don’t believe we’ll see a new one this year. $40K is definitely on the table, and if $35K breaks, then $20K becomes a very real possibility. The next great buying opportunity may not come until after October. But again, take this with a grain of salt. submitted by /u/marvelousjules [link] [Kommentare]