Ultralytics YOLOv5 in PyTorch for object detection, instance segmentation, classification, training, and export.
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Nov 7, 2026 - Python
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Ultralytics YOLOv5 in PyTorch for object detection, instance segmentation, classification, training, and export.
computer-vision deep-learning inference pytorch yolo image-classification object-detection tensorrt instance-segmentation model-training coreml onnx model-export tflite yolov5 ultralytics
PyTorch implementation of YOLOv3, YOLOv3-SPP, and YOLOv3-tiny for real-time object detection with training, validation, inference, and multi-format export.
computer-vision deep-learning inference pytorch yolo object-detection tensorrt model-training coreml onnx model-export yolov3 edge-ai ultralytics
Type-safe, distributed orchestration of agents, ML pipelines, and real-time inference on your k8s — in pure Python with async/await, also other languages (rust, go and ts)
python workflow machine-learning reinforcement-learning scale mcp kubernetes-cluster agents model-serving model-training mlops ai-runtime sovereign-infrastructure sovereign-ai agent-runtime
🚀 Awesome System for Machine Learning ⚡️ AI System Papers and Industry Practice. ⚡️ System for Machine Learning, LLM (Large Language Model), GenAI (Generative AI). 🍻 OSDI, NSDI, SIGCOMM, SoCC, MLSys, etc. 🗃️ Llama3, Mistral, etc. 🧑💻 Video Tutorials.
🔥🔥High-Performance Face Recognition Library on PaddlePaddle & PyTorch🔥🔥
machine-learning computer-vision deep-learning pytorch artificial-intelligence feature-extraction supervised-learning face-recognition face-detection tencent transfer-learning nus convolutional-neural-network data-augmentation face-alignment imbalanced-learning model-training fine-tuning face-landmark-detection hard-negative-mining
[NeurIPS 2026] DataFlex: A Unified Benchmark and Evaluation Platform for Data-Centric Training of Large Language Models
data-science data model-training data-selection data-mixture data-reweighting data-model-interaction
Implementation of Dreambooth (https://arxiv.org/abs/2208.12242) by way of Textual Inversion (https://arxiv.org/abs/2208.01618) for Stable Diffusion (https://arxiv.org/abs/2112.10752). Tweaks focused on training faces, objects, and styles.
machine-learning ai artificial-intelligence image-generation model-training img2img txt2img latent-diffusion stable-diffusion
Resource scheduling and cluster management for AI
kubernetes machine-learning cloud ai jupyter chainer tensorflow gpu scheduling pytorch artificial-intelligence gpu-computing resource-management model-training on-premise cluster-manager gpu-cluster cluster-management gpu-scheduler
Developer Asset Hub for NVIDIA Nemotron — A one-stop resource for training recipes, usage cookbooks, datasets, and full end-to-end reference examples to build with Nemotron models
AI-native, cloud-native file system in Rust. Full POSIX on object storage with a multi-tier distributed cache, for AI training, inference, and agents. CNCF Sandbox project.
agent kubernetes rust fuse ai filesystem s3 posix cloud-native model-training distributed-cache lance sandbox-environment ai-infra llm ai-native lancedb vllm-plugins
SkyChat是一款基于中文GPT-3 api的聊天机器人项目。它可以像chatGPT一样,实现人机聊天、问答、中英文互译、对对联、写古诗等任务。| SkyChat is a Chatbot project based on Chinese GPT3 API. Like chatGPT, it can do human-machine chat, question and answer, and can also complete tasks such as Chinese-English or English-Chinese translation, content continuation, couplets, and Chinese ancient poems writing.
python machine-learning natural-language-processing reinforcement-learning chatbot text-generation artificial-intelligence natural-language-generation language-model model-training gpt-3 gpt3 aigc chatgpt instructgpt
Run Slurm in Kubernetes
SkyText是由奇点智源发布的中文GPT3预训练大模型,可以进行文章续写、对话、中英翻译、内容风格生成、推理、诗词对联等不同任务。| SkyText is a Chinese GPT3 pre-trained large model released by Singularity-AI, which can perform different tasks such as chatting, Q&A, and Chinese-English translation.
python machine-learning reinforcement-learning ai chatbot text-generation artificial-intelligence openai model-training gpt-3 gpt3 chatgpt instructgpt
YOLOv3 training, preprocessing, validation, and inference for object detection in xView satellite imagery and the xView detection challenge.
challenge computer-vision inference pytorch remote-sensing object-detection satellite-imagery xview model-training yolov3 ultralytics
A complete end-to-end demonstration in which we collect training data in Unity and use that data to train a deep neural network to predict the pose of a cube. This model is then deployed in a simulated robotic pick-and-place task.
machine-learning tutorial computer-vision deep-learning robotics unity simulation motion-planning ros perception trajectory-generation manipulation urdf physics-simulation pose-estimation autonomy model-training synthetic-data robotics-simulation ur3-robot-arm
Historical Ultralytics HUB repository — HUB shut down on July 31, 2026 and was replaced by Ultralytics Platform.
machine-learning legacy computer-vision migration yolo datasets deprecation model-deployment model-training ultralytics-platform ultralytics-hub
Ultralytics YOLO tutorials for Colab, Kaggle, and SageMaker covering training, inference, export, and vision tasks.
computer-vision examples jupyter-notebook tutorials kaggle yolo segmentation object-detection object-tracking pose-estimation model-training sagemaker model-export google-colab ultralytics yolo11
Monitoring platform for ML teams building real‑world AI at scale.
python open-source machine-learning computer-vision deep-learning pytorch developer-tools tensorboard class-imbalance active-learning data-quality data-curation model-training lidar-point-cloud mlops data-debugging model-debugging wandb roboflow fiftyone
Stable Diffusion Regularization Images in 512px, 768px and 1024px on 1.5, 2.1 and SDXL 1.0 checkpoints
Retired Python SDK for the shut-down Ultralytics HUB API, kept for reference; build new integrations on the Ultralytics Platform REST API
python computer-vision models deprecated api-client python-sdk datasets model-deployment model-training model-export ultralytics-hub
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