23 Oct 2024 • 12 min read What is YOLOv8? A Complete Guide. YOLOv8 is a computer vision model architecture that you can use for object detection, segmentation, keypoint detection, and more.
17 Jan 2023 • 8 min read Collective Communication in Distributed Systems with PyTorch The full code for this article is on GitHub Today, we will explore the use of PyTorch's distributed collective communication feature. When working with multiple GPUs, it is necessary to share tensors across them, which is where torch.distributed comes in. It provides a set of APIs to
28 Nov 2022 • 5 min read 📸 Roboflow 100: A Multi-Domain Object Detection Benchmark Roboflow 100 (RF100) is a crowdsourced object detection benchmark. The dataset consists of 100 datasets, 7 imagery domains, 224,714 images, and 829 class labels with over 11,170 labeling hours.
22 Nov 2022 • 6 min read Deploying Machine Learning Models with PyTorch, gRPC and asyncio Today we're going to see how to deploy a machine-learning model behind gRPC service running via asyncio. gRPC promises to be faster, more scalable, and more optimized than HTTP v1. gRPC is supported in all major programming languages and will create types hints, client, and server code for
30 Aug 2022 • 7 min read WTF COCO - The Weird Images that Underpin Modern Computer Vision Models COCO [https://blog.roboflow.com/coco-dataset/] is an industry standard dataset for benchmarking the performance of object detection models. The dataset was created by "gathering images of complex everyday scenes containing common objects in their natural context" and contains image annotations in 91 categories, with over 1.5
3 Aug 2022 • 8 min read Develop like a Pro with NVIDIA + Docker + VS Code + PyTorch Everybody hates installing NVIDIA drivers, you have to manually download them, then install cuda [https://blog.roboflow.com/what-is-cuda/] [https://search.brave.com/search?q=cuda&source=desktop], be sure to have the correct version of everything, and change them from time to time to be updated. Today we