update readme

README.md

@@ -18,8 +18,9 @@ Run state-of-the-art ML workflows with a single command. From OCR to classificat
 UV scripts are self-contained Python scripts that use [inline metadata](https://docs.astral.sh/uv/guides/scripts/) to specify dependencies. Just `uv run script.py` and everything installs automatically.
 
 Perfect for:
-- 🚀 **GPU workflows** on [HF Jobs](https://huggingface.co/docs/hub/spaces-gpu-jobs)
-- 💻 **Local processing** on your machine  
+
+- 🚀 **GPU workflows** on [HF Jobs](https://huggingface.co/docs/huggingface_hub/guides/jobs)
+- 💻 **Local processing** on your machine
 - 🔄 **Reproducible pipelines** that work anywhere
 
 ## 🚀 Quick Example
@@ -38,39 +39,39 @@ hf jobs uv run --flavor l4x1 \
 
 ## 📚 Browse Scripts
 
-| Script Collection | Description | GPU Required |
-|-------------------|-------------|--------------|
-| [ocr](https://huggingface.co/datasets/uv-scripts/ocr) | Extract text from images with VLMs (LaTeX, tables, forms) | ✅ |
-| [classification](https://huggingface.co/datasets/uv-scripts/classification) | Text classification with guaranteed valid outputs | ✅ |
-| [dataset-creation](https://huggingface.co/datasets/uv-scripts/dataset-creation) | Create datasets from PDFs and files | ❌ |
-| [vllm](https://huggingface.co/datasets/uv-scripts/vllm) | High-performance inference with vLLM | ✅ |
+| Script Collection                                                               | Description                                               | GPU Required |
+| ------------------------------------------------------------------------------- | --------------------------------------------------------- | ------------ |
+| [ocr](https://huggingface.co/datasets/uv-scripts/ocr)                           | Extract text from images with VLMs (LaTeX, tables, forms) | ✅           |
+| [classification](https://huggingface.co/datasets/uv-scripts/classification)     | Text classification with guaranteed valid outputs         | ✅           |
+| [dataset-creation](https://huggingface.co/datasets/uv-scripts/dataset-creation) | Create datasets from PDFs and files                       | ❌           |
+| [vllm](https://huggingface.co/datasets/uv-scripts/vllm)                         | High-performance inference with vLLM                      | ✅           |
 
 ## 🎯 Why UV Scripts?
 
 ### Zero Setup
-No virtual environments, no dependency conflicts, no installation steps. UV handles everything automatically when you run the script.
 
-### Production Ready
-These aren't demos - they're production-quality tools used by the community for real ML workflows.
+No virtual environments, no dependency conflicts, no installation steps. UV handles everything automatically when you run the script.
 
 ### GPU Optimized
-Seamlessly run on local GPUs or scale to cloud with HF Jobs. Same script, different compute.
 
-### Community Driven
-Browse scripts, contribute your own, and learn from the best practices of the ML community.
+Seamlessly run on local GPUs or scale to cloud with HF Jobs. Same script, different compute.
 
 ## 🌟 Featured Scripts
 
 ### OCR Any Document Dataset
+
 Extract text from images with state-of-the-art accuracy:
+
 ```bash
 # Handles LaTeX, tables, forms, handwriting
 uv run https://huggingface.co/datasets/uv-scripts/ocr/raw/main/nanonets-ocr.py \
   your-images extracted-text
 ```
 
-### Classify with Guaranteed Valid Outputs  
+### Classify with Guaranteed Valid Outputs
+
 Text classification that always returns valid labels:
+
 ```bash
 # Uses vLLM's structured generation - no invalid outputs!
 uv run https://huggingface.co/datasets/uv-scripts/classification/raw/main/classify-dataset.py \
@@ -81,11 +82,13 @@ uv run https://huggingface.co/datasets/uv-scripts/classification/raw/main/classi
 ## 🚀 Getting Started
 
 1. **Install UV** (one-time setup):
+
    ```bash
    curl -LsSf https://astral.sh/uv/install.sh | sh
    ```
 
 2. **Run any script**:
+
    ```bash
    uv run https://huggingface.co/datasets/uv-scripts/[collection]/raw/main/[script].py
    ```
@@ -98,6 +101,7 @@ uv run https://huggingface.co/datasets/uv-scripts/classification/raw/main/classi
 ## 🤝 Contributing
 
 We welcome scripts that:
+
 - Solve real ML problems
 - Include clear documentation
 - Follow UV best practices
@@ -108,9 +112,9 @@ Submit your scripts as PRs to the relevant collection or propose a new collectio
 ## 📖 Learn More
 
 - [UV Documentation](https://docs.astral.sh/uv/)
-- [HF Jobs Guide](https://huggingface.co/docs/hub/spaces-gpu-jobs)
+- [HF Jobs Guide](https://huggingface.co/docs/huggingface_hub/guides/jobs)
 - [Script Examples](https://github.com/astral-sh/uv/tree/main/scripts)
 
 ---
 
-*UV Scripts is a community project showcasing the power of [UV](https://github.com/astral-sh/uv) for ML workflows.*
+_UV Scripts is a community project showcasing the power of [UV](https://github.com/astral-sh/uv) for ML workflows._