# This file is used to auto-generate the Examples Gallery page.
# Do not edit the generated examples.rst page directly.
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# When adding a new example, include the skill level and framework, if applicable.

text: Below are examples for using Ray Data for batch inference workloads or large-scale data processing with a variety of frameworks and use cases.
columns_to_show:
  - frameworks
groupby: skill_level
examples:
  - title: Image Classification Batch Inference with PyTorch ResNet152
    skill_level: beginner
    frameworks:
      - PyTorch
    use_cases:
      - computer vision
    link: examples/pytorch_resnet_batch_prediction
  - title: Object Detection Batch Inference with PyTorch FasterRCNN_ResNet50
    skill_level: beginner
    frameworks:
      - PyTorch
    use_cases:
      - computer vision
    link: examples/batch_inference_object_detection
  - title: Image Classification Batch Inference with Hugging Face Vision Transformer
    skill_level: beginner
    frameworks:
      - Transformers
    use_cases:
      - computer vision
    link: examples/huggingface_vit_batch_prediction
  - title: Tabular Data Training and Batch Inference with XGBoost
    skill_level: beginner
    frameworks:
      - xgboost
    link: ../_collections/ray-overview/examples/e2e-xgboost/README
  - title: LLM Batch Inference
    skill_level: beginner
    frameworks:
      - vLLM
    use_cases:
      - large language models
      - generative ai
    link: ../_collections/data/examples/llm_batch_inference_text/README
  - title: Batch Inference with Structural Output
    skill_level: beginner
    frameworks:
      - vLLM
    use_cases:
      - large language models
      - generative ai
    link: ../llm/examples/batch/vllm-with-structural-output
  - title: Batch Inference with LoRA Adapter
    skill_level: beginner
    frameworks:
      - vLLM
    use_cases:
      - large language models
      - generative ai
    link: ../llm/examples/batch/vllm-with-lora
  - title: Multimodal LLM Batch Inference
    skill_level: beginner
    frameworks:
      - vLLM
    use_cases:
      - large language models
      - generative ai
      - computer vision
    link: ../_collections/data/examples/llm_batch_inference_vision/README
  - title: Unstructured Data Ingestion and Processing
    skill_level: intermediate
    frameworks:
      - Transformers
      - Unstructured
    use_cases:
      - document processing
      - data ingestion
    link: ../_collections/data/examples/unstructured_data_ingestion/README