Use CaseLarge Language ModelsGenerative AIComputer VisionNatural Language Processing LibraryDataServeTrain FrameworkPyTorchLightningTransformersAccelerateDeepSpeedTensorFlowHorovodXGBoostHugging FaceAny All ExamplesMaintained by the Ray TeamContributed by the Ray Community Sorry! We could not find an example matching that filter. Help us improve our examples by suggesting one. Tell us what example you would like to have. Image Classification Batch Inference with PyTorch ResNet152Beginner. Data. PyTorch.Computer Vision ray-teamObject Detection Batch Inference with PyTorch FasterRCNN_ResNet50Beginner. Data. PyTorch.Computer Vision ray-teamImage Classification Batch Inference with Hugging Face Vision TransformerBeginner. Data. Transformers.Computer Vision ray-teamTabular Data Training and Batch Inference with XGBoostBeginner. Data. XGBoost. ray-teamServe ML ModelsBeginner. Serve. PyTorch. ray-teamServe a Stable Diffusion ModelBeginner. Serve.Computer Vision ray-teamServe a Text Classification ModelBeginner. Serve.Natural Language Processing ray-teamServe an Object Detection ModelBeginner. Serve.Computer Vision ray-teamServe an Inference Model on AWS NeuronCores Using FastAPIIntermediate. Serve. ray-teamServe an Inference with Stable Diffusion Model on AWS NeuronCores Using FastAPIIntermediate. Serve. ray-teamServe a model on Intel Habana GaudiIntermediate. Serve. PyTorch.Generative AI Large Language Models ray-teamScale a Gradio App with Ray ServeIntermediate. Serve. ray-teamServe a Text Generator with Request BatchingIntermediate. Serve. ray-teamServe a Chatbot with Request and Response StreamingIntermediate. Serve. ray-teamServing models with Triton Server in Ray ServeIntermediate. Serve. ray-teamServe a Java AppAdvanced. Serve. ray-teamTrain a Fashion MNIST Image Classifier with PyTorchBeginner. Train. PyTorch.Computer Vision ray-teamTrain an MNIST Image Classifier with LightningBeginner. Train. Lightning.Computer Vision ray-teamDistributed Data Parallel Training with Hugging Face AccelerateBeginner. Train. Accelerate. PyTorch. Hugging Face.Large Language Models Natural Language Processing ray-teamTrain with DeepSpeed ZeRO-3Beginner. Train. DeepSpeed. PyTorch.Large Language Models Natural Language Processing ray-teamTrain an MNIST Image Classifier with TensorFlowBeginner. Train. TensorFlow.Computer Vision ray-teamTrain with Horovod and PyTorchBeginner. Train. Horovod. ray-teamTrain ResNet model with HPUBeginner. Train. PyTorch.Computer Vision community*Contributed by the Ray Community💪 ✨Train BERT model with HPUBeginner. Train. Transformers.Natural Language Processing community*Contributed by the Ray Community💪 ✨Fine-tune of Stable Diffusion with DreamBooth and Ray TrainIntermediate. Train. PyTorch.Computer Vision Generative AI ray-teamTrain with PyTorch Lightning and Ray DataIntermediate. Train. Lightning.Natural Language Processing ray-teamFine-tune a Text Classifier on GLUE Benchmark with Hugging Face AccelerateIntermediate. Train. Transformers.Natural Language Processing ray-teamFine-tune Llama-2 series models with Deepspeed, Accelerate, and Ray Train TorchTrainerAdvanced. Train. Accelerate. DeepSpeed. Hugging Face.Natural Language Processing Large Language Models ray-teamFine-tune GPT-J-6B with Ray Train and DeepSpeedAdvanced. Train. Hugging Face. DeepSpeed.Natural Language Processing Large Language Models Generative AI ray-teamFine-tune vicuna-13b with PyTorch Lightning and DeepSpeedAdvanced. Train. Lightning. DeepSpeed.Large Language Models Generative AI ray-teamFine-tune dolly-v2-7b with PyTorch Lightning and FSDPAdvanced. Train. Lightning.Large Language Models Generative AI Natural Language Processing ray-team