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JuDDGES Tutorials

Welcome to the JuDDGES tutorial collection! These hands-on, interactive tutorials will guide you from beginner to expert in legal document analysis with AI.

📚 Tutorial Overview

All tutorials follow the Diátaxis framework for learning-oriented documentation. Each tutorial:

  • ✅ Teaches by doing - Hands-on exercises with real code
  • ✅ Builds progressively - Each tutorial builds on previous ones
  • ✅ Includes checkpoints - Verify your understanding as you go
  • ✅ Provides solutions - Complete working code examples
  • ✅ Safe to experiment - Learn by making mistakes

🎯 Learning Path

Follow this recommended path to master JuDDGES:

graph TD
    A[Tutorial 1<br/>First Document Analysis<br/>30-60 min] --> B[Tutorial 2<br/>Embeddings<br/>45 min]
    B --> C[Tutorial 3<br/>Fine-tuning<br/>60 min]
    B --> D[Tutorial 4<br/>Advanced Extraction<br/>45 min]
    C --> E[Tutorial 5<br/>End-to-End Project<br/>90 min]
    D --> E

    style A fill:#e1f5ff
    style B fill:#fff3e0
    style C fill:#f3e5f5
    style D fill:#e8f5e9
    style E fill:#fce4ec

Main Tutorial Series

📖 Start Tutorial

Learn the fundamentals of legal document analysis with JuDDGES.

What You'll Learn: Set up JuDDGES • Load legal datasets • Extract information • Semantic search • Visualizations

Level: 🟢 Beginner | Duration: 30-60 min | GPU: Not required

📖 Start Tutorial

Master document embeddings and vector search for legal documents.

What You'll Learn: Generate embeddings • Set up Weaviate • Ingest documents • Semantic search • UMAP visualization

Level: 🟡 Intermediate | Duration: 45 min | GPU: Optional

📖 Start Tutorial

Learn to fine-tune large language models for legal tasks.

What You'll Learn: Instruction datasets • PEFT/LoRA • Training • Evaluation • Deployment

Level: 🔴 Advanced | Duration: 60+ min | GPU: Required (40GB+)

Tutorial 4: Advanced Information Extraction

📖 Start Tutorial

Master advanced extraction techniques with Gemini and LangChain.

What You'll Learn: Complex schemas • Multi-step pipelines • Validation • Scale processing • Production deployment

Level: 🔴 Advanced | Duration: 45 min | GPU: Not required

📖 Start Tutorial

Build a complete production-ready legal document analysis pipeline.

What You'll Learn: System design • Data pipelines • API services • Monitoring • Deployment • Optimization

Level: ⚫ Expert | Duration: 90 min | GPU: Optional

Supplementary Tutorials

Setup & Configuration

Feature-Specific

📊 Tutorial Matrix

Tutorial Duration Level GPU Focus
Tutorial 1 30-60 min 🟢 Beginner No Basics
Tutorial 2 45 min 🟡 Intermediate Optional Embeddings
Tutorial 3 60+ min 🔴 Advanced Yes Fine-tuning
Tutorial 4 45 min 🔴 Advanced No Extraction
Tutorial 5 90 min ⚫ Expert Optional Production

Total Learning Time: 4-6 hours for all main tutorials

🎓 By Use Case

For Researchers

  1. Tutorial 1: First Document Analysis
  2. Tutorial 2: Embeddings
  3. Explore the System Architecture

For Data Scientists

  1. Tutorial 1 + Tutorial 2
  2. Tutorial 3: Fine-tuning
  3. Tutorial 5: End-to-End Project
  1. Tutorial 1: First Document Analysis
  2. Tutorial 4: Advanced Extraction
  3. Tutorial 5: End-to-End Project

For ML Engineers

  1. Skim Tutorial 1
  2. Deep dive Tutorial 3: Fine-tuning
  3. Tutorial 5: End-to-End Project

🛠️ How to Use These Tutorials

Before You Start

  1. Set up environment: Complete Getting Started Guide
  2. Check prerequisites: Each tutorial lists required knowledge/tools
  3. Allocate time: Set aside uninterrupted time
  4. Prepare workspace: Terminal, editor, browser ready

During the Tutorial

  1. Read first: Understand before coding
  2. Type yourself: Don't copy-paste
  3. Complete checkpoints: Verify understanding
  4. Experiment: Try variations
  5. Take notes: Document insights

After the Tutorial

  1. Complete exercises: Test knowledge
  2. Try challenges: Push further
  3. Build projects: Apply learnings
  4. Share feedback: Improve tutorials

💡 Tips for Success

Learn by Doing

Type code yourself to:

  • Understand syntax
  • Debug errors
  • Build muscle memory
  • Gain confidence

Embrace Mistakes

Errors are learning opportunities:

  • Read error messages carefully
  • Check Troubleshooting sections
  • Search documentation
  • Ask for help

Experiment Freely

After each section:

  • Modify parameters
  • Try different inputs
  • Test edge cases
  • Break and fix things

🆘 Getting Help

Documentation

Community

Common Issues

📈 Track Your Progress

🤝 Contributing

Help improve tutorials:

🎉 Start Learning

Ready? Begin with:

Tutorial 1: Your First Legal Document Analysis →

Or jump to:

Last Updated: 2025-10-11 | Version: 1.0 | Status: Published