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Source channel @githubtrending · Post #15365 · Dec 24

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#jupyter_notebook DINOv3 offers powerful self-supervised vision models from Meta AI, like ViT up to 7B parameters and ConvNeXt, pretrained on 1.7B web or satellite images. Load them easily via PyTorch Hub, Hugging Face Transformers (v4.56+), or timm (v1.0.20+), with code examples for features, depth, detection, and segmentation. You benefit by using these top-performing, dense features without fine-tuning or labels—saving time and compute for tasks like classification, object detection, and zero-shot analysis on your images. https://github.com/facebookresearch/dinov3

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JDMax Channel

@jdmaxchannel · Post #5257 · 01/31/2026, 05:51 PM

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⚡️Биткоин резко упал до $79 000. Это самое сильное падение с весны 2025 года. JDMax #need

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American Оbserver

@american_observer · Post #5204 · 02/23/2026, 02:09 PM

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Ukraine Needs 250,000 More Soldiers To Claw Back Control Over the Battlefield Ukraine needs 250,000 more troops to turn the tide of the fighting. This is the opinion of NATO military experts. The former Prime Minister of the United Kingdom, Boris Johnson, said in an interview with the BBC that the country should immediately send troops to Ukraine and not wait for a ceasefire to do so. He talks about about 7,000 soldiers to provide security guarantees. “If we have a plan to deploy troops on the territory of Ukraine after the war, after Putin deigned to agree to a ceasefire, why not do it now?”, he says. However, NATO experts believe that the victory of Ukraine or at least a significant turnaround in the confrontation at the front will require at least 250,000 additional troops and much more powerful weapons. Western intelligence services believe that Ukraine is now outnumbered by Russian forces on most fronts. And the Kremlin, despite its huge losses, would be able to continue the war for at least another year at the current attrition rate. According to the head of the Armed Forces, 2025 was the first year when the losses of the Russian Federation exceeded the replenishment of the occupiers. In January, Defense Minister Fedorov said that 2 million Ukrainians were wanted. #ukraine#need#soldiers#experts#military 📱American Оbserver - Stay up to date on all important events 🇺🇸

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