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Cursusaanbod
Introduction to Legal AI and Fine-Tuning
- Overview of legal tech and its evolution
- Applications of NLP in law: contracts, case law, compliance
- Benefits and limitations of using pre-trained models in legal domains
Preparing Legal Data for Fine-Tuning
- Types of legal documents: contracts, terms, case law, statutes
- Text cleaning, segmentation, and clause extraction
- Annotating legal data for supervised learning
Fine-Tuning NLP Models for Legal Tasks
- Choosing a pre-trained model: BERT, LegalBERT, RoBERTa, etc.
- Setting up a fine-tuning pipeline with Hugging Face
- Training on legal classification and extraction tasks
Contract Review Automation
- Detecting clause types and obligations
- Highlighting risk terms and compliance issues
- Summarizing long contracts for quick review
Legal Research Assistance with AI
- Information retrieval and ranking for case law
- Question answering on statutes and regulations
- Building a legal document chatbot or assistant
Evaluation and Interpretability
- Metrics: F1, precision, recall, accuracy
- Model explainability in high-stakes legal contexts
- Tools for clause-level confidence scoring and auditing
Deployment and Integration
- Embedding models in legal research platforms or review tools
- APIs and interface considerations for law firm use
- Maintaining privacy, version control, and update workflows
Summary and Next Steps
Vereisten
- An understanding of natural language processing fundamentals
- Experience with Python and machine learning libraries such as Hugging Face Transformers
- Familiarity with legal texts and basic legal document structures
Audience
- Legal tech engineers
- AI developers for law firms
- Machine learning professionals working with legal data
14 Uren
Leveringsopties
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